{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\Miniconda3\\lib\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DiTing330km_test.csv :\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 136209 entries, 0 to 136208\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count   Dtype  \n",
      "---  ------         --------------   -----  \n",
      " 0   part           136209 non-null  int32  \n",
      " 1   key            136209 non-null  object \n",
      " 2   p_pick         136209 non-null  int64  \n",
      " 3   s_pick         136209 non-null  int64  \n",
      " 4   st_mag         133330 non-null  float64\n",
      " 5   Z_P_power_snr  136209 non-null  float64\n",
      " 6   Z_S_power_snr  136209 non-null  float64\n",
      "dtypes: float64(3), int32(1), int64(2), object(1)\n",
      "memory usage: 6.8+ MB\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "from src.dataset import PPDataset\n",
    "from src.utils import *\n",
    "device=torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "# load model\n",
    "# model_fname = \"./\"+\"model/unet_230620153025_ep25.pth\"\n",
    "model_fname = \"./\"+\"model/unet_230823182408_ep30.pth\"\n",
    "model = torch.load(model_fname)\n",
    "model.eval().to(device)\n",
    "\n",
    "# load test data\n",
    "dataset_path = \"E:/RealSeisData/Diting50hz/\"\n",
    "test_dataset = PPDataset(dataset_path, \"DiTing330km_test.csv\", columns_useful=[\n",
    "                         'part', 'key', 'p_pick', 's_pick', 'st_mag', 'Z_P_power_snr', 'Z_S_power_snr'])\n",
    "catalog = test_dataset.get_catalog()\n",
    "\n",
    "test_loader = torch.utils.data.DataLoader(test_dataset)\n",
    "\n",
    "loss_MAE = torch.nn.L1Loss(reduction='mean')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  1% 2000/136209 [00:26<29:19, 76.27it/s] \n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "threshold = 0.2\n",
    "maxdist=25\n",
    "#test all\n",
    "snr_p = []\n",
    "snr_s = []\n",
    "predict_p=[]\n",
    "predict_s=[]\n",
    "pbar = tqdm(test_loader, ncols=0)\n",
    "i=0\n",
    "for test_x, test_label in pbar:\n",
    "    label_data=test_label.squeeze(0).numpy()\n",
    "    p_label, s_label = np.argmax(label_data, axis=1)\n",
    "    test_x = test_x.to(device)\n",
    "    predict_y = model(test_x)[:, :2]\n",
    "    predict_y = predict_y.detach().squeeze(0).cpu().numpy()\n",
    "    p_pred_list, p_prob = detect_peaksV2(\n",
    "        predict_y[0], threshold, maxdist)\n",
    "    s_pred_list, s_prob = detect_peaksV2(\n",
    "        predict_y[1], threshold, maxdist)\n",
    "    # print('p pred label', p_pred_list, p_label)\n",
    "    # print('s pred label', s_pred_list, s_label)\n",
    "    # plot_ps(predict_y)\n",
    "    # plot_ps(d[1])\n",
    "\n",
    "    for p_pred in p_pred_list:\n",
    "        if (abs(p_pred-p_label) <= maxdist):\n",
    "            snr_p.append(catalog['Z_P_power_snr'][i])\n",
    "            predict_p.append(predict_y[0][p_pred])\n",
    "    for s_pred in s_pred_list:\n",
    "        if (abs(s_pred-s_label) <= maxdist):\n",
    "            snr_s.append(catalog['Z_S_power_snr'][i])\n",
    "            predict_s.append(predict_y[1][s_pred])\n",
    "    i+=1\n",
    "    if i==2000:\n",
    "        break\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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j4TCV1Xjp3BiaIh5pfb3GKTzYMml5PlMZDdcPyeoq58ZSpFXp1DvPHD/ECyOuFLPcXK2z0XTI60rniKZqeSiSyKViZiDr2bm/tlouD8omqzWbF+fy5HIKphtwv9zC9UNeXiwwltYopNVO16QixSMoNsqVk1/8NhLCkiABBzu7hTGDb98rd1LFaU1iMqOzWjOZzuookkjF9GjaPghwd7PJ1WKOvPH0PF6FlML8WIrNlovjyaw37O1iYxHXC7hXNjk/keLVS2NdxvK0u3f6zWYMoibnLHGara3DJJ3HIV29xMzulFr4Ychz0xk2Wi4Pqybvm89zYaL/9e3OtLacgK2WS15XEICq5TKbT3V0dE6786xNqDRF5Np8jgdbMZFoH9GMp9XtazBO/Fm799dUVmc8rXBjucHrSxUWJ1NMpDUWCikAprLxZwoIZHYcqwdhhBsMLhP19FjUBAlOiP2c3Xrd6UoVCwgsThjULY/1hk1OV6iZHt+9v0XZdFEkEUOR+eo7myPXsdFvNNvr79pZKADNlWg4HnYrwHIDzo+n+IVXFpjOdxvLs+je6SebcdKanGHgKN/NaWrODIt0Hpd07V5P0/EptxwKhoogiuR1ha2WS8sJyOhy3+vbnWlVJRHXC9FlkfWGTVpTWJwwEIjvwWl3nnURqok075vPdwZqyqJAqWFzZerkx0H77a/ZfIrpnM7bqw3mx1J88tkiAH9xY/XQ+r9BISEsCRLsQC9ntzNVnNIkWk5AGMHFYprNpsPdzRYPyk2mcjpXilmuTKXRZGnkZo30G81u1G1uLNe4vdHEdANSqsSVqQzX5/OPs1AVk6ol4XgRUzmVVy9O8MzM3qEhoyqEd5KanGHgKJmG085aDYN0hmHIt+5s8bDS4tJkhpQqbWcvDyddu9fjBSF+GKLIsaOOC+S9To3JUda3M9N6a6NO0/WIBJjLp1icMLp0WE577/Y6ujZUCcGDjYZNIa0NpGPpoP0lCiKLE2nqtocgCH3V/83mUydaz04khCXBqWLUugz6Qfuh/OtHVcIwYst0O/oHBV0m8AMuTWb5xLOTZA2lE4Gd9ayRnTjKALP/8NcrvLPeJIwiBCEiigTulFrc32zx6ffP8cnnitxab3LjUY3Nlo0bhHzn/hbLVXuPgx1VIbzj1uQcFf3s96NmGk47azVo0rlRt/nW3TL/+UfrKKLAVstjPK2yOJ6ikFIPJV2716NIIrIodoinG8Rttcq2MOlR19fOtH7gXJ7JjM5yxeS52Syi8Pj1Z7V3T0PywPFDXD/EDyMq2xnj9jEYdO+vfordX5hJuoQSPIEYtS6DfiEIAjN5jf90w2TL9Jgv6GQNFdP1ubFSp2F7/L+eL5DbpYI5KsMK+z1C+ERG5a9ub/KDpSqGIjCW0lDk2BFUTIcfLFUZT6t85PIEbzysUrNcZnLGgQ623+4dgErL7enYh0Fyj1uTcxT0s9+Pc7xz2lmrQZLONjl7VLFQJIHprI4fRqzVbRqWv93hoh5IunavJ61JTKQ1VmsmU5JGzfaYyemdLpbjEAtBEBjPaLx2dZKvvlPiQdkcGRHHYUse1C2Pe5stbL+BJNIlTJc31D376zASpeMOZF2QEJYEp4RRG0x3FERRxFrNYbZgMJM32DJdKqaLLIlcLma4XWpguiERUScKaeM40e6gHXS/Rwj3N1t8/0EFWYSZ3GNVS02RmMkZPKyYfO/+FqLAkRzsYQYN4Ctvl3o6dmAoJHcnkYL+a3L6Rb/7/TjHO6edtRqUAN5OcnZxMkW55RBsH8u1C50fbJnkDeVA0tVrPQtjOqWGzdvrTaazGucKsT7ISYnFKIo4wvAkDzbqNq8vVfCCEC8IKWZ0/CDqCNNdm89SMb09++sgElWvJ4QlwROEURxMdxS0ncrlYnzW3i50U0SRiIim7bHWsLniZDoV8u2hiDXLxQ8iVKm/6xpGFqrfI4TVmk256TC3S4IbAEFgMqNxf7PFrfUmV6ezR6qf2G3Q2vdjpWbz3XtbeGHI9C7Hfm+zSRTF93IYJLfLGVVMqpaMKAqcGzN49eL4scnKUfb7cY53zmJ8wyAc905yltqRFZmW9U6h81bLpen4bDadA0nX7vW4Qci58RRTOQ1NFmm4Hk4wGGIxaiKOw0J739Ztjw8ujvPWSp3N7S6pYlpjuWbxnfsBH1ws9Nxfp6EblRCWBEPHKA6mOwp2OhVBEMjojx+bKIqYzhm8vV7H9QPQ5M5QxM2mzUbDYSan8/pSlesL+QMN57CyUPsdIewkVZ4fYnsBth9geUHnWnciAkIivO2ouBcOyii1DdpG3eaNhzUeVVrcXI3nolydyjKRDpFEuTOW/r/8qIRAxH/z3FRnUOqgSe4wnNFR9vtxj3fOIvI/6b3qeo4QOD8e10zdL7cYS6mkVAnT8bm72eTcePpQ0tVrPSdRuj0IR3XGT2Kt3s59m9bk7tbp7eBJlQQ+cG7szDJLCWFJMHTsjiLbjrItLqQrIm5rcPMvBo2DnIogCEzlNJarMms1G8cPuLXeoma5IAjM5Q2uTGW4u9mk3HK7SMdOo6ZKAjce1YaShep1hLCTVD2smEiCwO31BuWmS7npcm4sxVRO71xvFEWUWy6TaY2xlHLs+omdpCytyoiITGU11uoWDdvn+kKOvKF2xtILUYTphmT0x+83aJI76MjwKFmT6Zx27OOds4j8T3Kvdj5HXhDyYMvCDQJqts96w0ESIaMpXC3m+PDl8b6cYq/1nHXQ86TW6u3et4WUSt5QOhllURComA4542wmxUNCWBKcAnYaKj8MeVC2OvLNsiiSVmUKKWVklWEPqxlw/IDXrhbJGzJfeafEWt1mKqszkXnc+RBFURfpKDWcLqPmBxEPt0yeOeJRSz/YfYSgK2KHVNle/NkpQ8YLIrK6TNXyeVgxqTs+lybSKLJIzXIJgpAPX5mikFa5W2oe2cHuPiqpWh5BFFLQNHK6wnrD5kHZ4vqC8ngsfSR02lN3El1REHD90SS5R8manPR4Z5TGNxyG9nP0xsMKNcvD9ALG0xozOZ2643F/02Qqo/FjFwtDc+zDznw8ybV6vfbtzoxyy/HRZOlM7XRCWBIMHTvbgqstF9PztzsyFFwv4E6pyfnxVHykMoLox6l87Ooksihwu9Tk6lSGvKHGrYDbxnAn6bi13ux02bTfa61usVa3EQWBlCpRSHU7oZO2qraPEG4s1/jK2xsxqcpoBJHPREZjcTyFAATba42iiJrpcjuMmM1pSJLIB86P8dozsVhUueke2cHuPipRRBF5W1ZcVyQKhkq55dBygs5YeoEIRRQ7GaE20Q1C0GWRuuUxkx8tB3DUothRLewcNARB4MW5LF+/FXcJxeMQ4i40xwu5XMxQSKncXG0ynTcGnikadubjSa/VG1UJgp1ICEuCoaPLUFVjQ6VIIq4fUnN8FsYMsrrMWysNpnJ7z/1HAf04lbWaHU8xzRtI4t5r0BWJzabT8+gnb6hMZeOWzHanxM77cJxW1d3RZDGr8dK5Arc3GlydyiCLIm+t1khty9Jbfkhue4bKbE5jo+FSdzzmx1O8b77QVYNzHAe7O+Wc1iTG0yprdRtNFlFkEd/x8IKQvCEjCgKCAF7g89ZKk5brUTBUZElmpWYjCfD6UoVCShkJp77zfi+MGZQadt+kbljHO6NWS6HKEsWshiKJtFyfhusjiyKz28JssnjySee9cBqZjye9Vm+Qxdw7951jJl1CCZ4wxIZKRZGEeES543eNKFek4RiqQeIwp9LPUYAfRmy2bGZy3RFkez5Rq9yk3HwsKw7Hi272iyanclqHVNVtjyCM8PyQ1ZpN0/bwwwjLC5jK6rx0foyq5fGpF6eZyum4QUSl5XYIQq97Afvrqey+P4IgsDieomH5bDQdDFlEFIS4vqFs8ux0hjCK+O6DGo7nM583cMOIzZbLmKHy4lyOquWORNTa635nNJmJtEbd9thsOSiiwHTW4NJUajuDFHWtedDHO6NYS+H4IZoi8vJiAdsLO3VsbWGyQU0634mj6BD1Ktjtl/SdxRiKQWMQ2b7OvquYVC0Px2oObH0JYUlwKnC2VShfPp+JDdV2W3D72GQYhmoYOMip9JNSncxoVExnj1FrzyeqtGItitmcxtxYCkmAUtM5UnRzUDT5oNzC8QJsL0ARRbwgYqXWIgyjWDU0jIiI1XxtL6CQUnh9qcaWuUFIRF5XWBhLd4zXzntxmIPsdX8K29f1oGzy7kaDsZRKEEQdA1k1PR6U7xOFIuVt7Zs2yS2kVFT5dIluL+dVajg973d70verFydwg5C7pSY10+Xb92xUqTpU8jCqtRRt0up4YdeQvDaGIXffT+bj7bU6TdunZrtde3cmr7FWc/oifaM6huKoWbaTZPva+265amG5AQ3Ho1ZLCEuCJwwdQ+WHXW3BbZzVwzxI9JNSvT6f59v3yj2NWltzxPIC3nhU5eZanYm0xsvnx/jY1ckDp9d2dRst799tdK/cwvFD1uoWk2mVhu2x1XI5P6YjCgJVx2M8rTGf1/jeUhXHC7mbbZLSZAxFpqH7bDbdPU6vXwfZ6/4okkhWl/jwpQk+dGGM+UKqYyDDCC5MphhLaYRR1EVy4XSj1l6EbG47U3VQ9P7WSg3XD6nb3qmQh1GupdiP1Md6Rj73Nk2uTKWPNOn8MId8WObD8QNurtaxPJ8rxWzn+3njYYXVGxZzYykuTaYP/d7OsgZkv3tw3CzbcbJ97X23XLW6ahXRB3e9CWFJcCp4Egq6BoHDUqrFrMajirXnPlRNlxvLNVZrDh84V+DZ6Swt16dmPh7i1gu7DZIfhDzcsnh2JtMzmpzO6rxj1rm/6fDtu1us1e3YCG+anW6tvCGzVLGotFyCEK4v5MhpKm4QUrE8Un4ImB2nB/TtIPe7P1emcvtGrZosIYsCaW3v3rBcHz8IqZnusWo0+o0+9yNkb67UuL/Z4uXFQs/7XcxqfO9+hWJW44XZ3KmQh7OupTjonvYi9Y4fcHujxdJWa1vmQOh70nk/DvmgzEdExO2NFl4Qcmky0/n3lCoRRbBleszkI1LbR1YHfW9nIeh30D2YyWud5/I0iHLV9FiumFhugOn5TGd1TC/gUcUa2GckhCXBqeCsHuazwGEp1d33QZNF3l1v8KhisTBm8NxMlryhUkipzOWjfZ1aLye6VtvZbSR3TZeFOJpc2rKYymrM5vWOeFnN8jFdn2JWI4qIB8nJccu5IkqIooAuPpZQ12SRR5UWVbMAcCQHeZSU80FEt9Jy+d6DLRRJ5Bu3N1Hlo9Vo9Bt9HpSxmM3r3FiusV5zmckbe0YzBCGUmw5Xp3oTyGGQh7Ospejnnu4krW+v1bm5WscLQhbHU1wpZtEUsS+n2m9W76A91LR9lrZaLI6nuo6oWk7AlukyX9DZMrdryna0+u7+3tokLYzgA+cKPNwyWalZQ+/42u8e3C41+PqtElld5vp8/lSIsuOHVC2PhhMXxyPARsPBGWD3Z0JYEpwaBlHQNWpdD/vhoJTq7vtQtVxWajaXixmencl0kYx2lH5ro8F8wWAqp3WyUL2caNxtpHfagK8vPJ4evTOavD6fB2Ijo8oihiJRajhMZjQuFdN8/0ElnvGiSF0dT4IQS6g37YCa7XWc3nHk5ftx0L2IriaL3C+3+O79LURB5LWr40znUkeKHo9S43FQxkKVJMYMZc9ohjaajgcCZPZJiw+DPPRbS6FKwr4F0rsx6KnTUzmdT2RUmraP5flcmozvXfs9D3OqRz322i9YurdpokgiV4rd+kdeGGcrsymViuXiBd3fz87vredRYcHg1YsT5AxlaHZq9z0AOiJvKUVipWqyuP37nRgWUdZkEVEUsL2AsZSK7YU0bK/ThTgIJIQlwanipAVdo9b1cFzsvA8PKyZEAlen41bjnahZLvdKJndKDUzXZzITK6MujBk9nWhak5jIqLRcn82mTctJd5xor2hytmCwVrcZUySmc3EK1w8jQiKCMMJQJPRddUWqJFL2HET0Ts3RMIsNuyPyGg+2TO6WWnh+xKVJg1LTI6V6FFJqX9HjUZ3dQRmLtCbtGc2w83NqpsdEWmO/UVLDqN3qt/j79aUqKzXr0GdpWFOna1Zc5HqlmO2tIH2AUz3qsdf+R5FpdEVAU7rvf1sjyNxuu1ak7n9vf291y9ujqWR7AXdLcbffJ54tDq0YfOc9qFleR0bfD8JYMsL2KNW7Ow7bGAZRLqQUzo0Z3HhUxfUCggiCKELvc45aP0gIS4JTx3EKus6662EYmZ2d96GQUnC8EFl7bBhrlsuNR3UqpkNGkzk/nkYWBe6UGtwpNTFdn6msvuc9F8dT1EyPlZpFzXIxDogmd7YVZzUZNwiwPB/bC8nqCkoPR+r6AaYXcG4s3cn2DLs+aSqn82IU8aDcIqcpzOZ0JrMqoiCyVrdpWD7X5nMUUuqh0eNRnd1RRjNostR11DmT11kYS1FqOp1W7kHfm9047PhVFATK24XThz1Lw5w6fZKjq+O8dr/ZQ199Z3PP3k1rEuMplZurdV6YzZHWHn9O+3u7NJnhYcU8s+Lm9j1wvJCbq3Vank9eV1B1JZ48Xg65v9XiWiu3h7AMgygLgsCrF8d5fanKvbLJbEFDBCx3cEdCT25LRoL3DHZHb2lNRhK3C+Am0tS2tTiiKBrK52/Ubb7ydon/+MMV/uLGCv/xhyt85e0SG3V7IO/fjog3GnbnGiIiHpQtmo6LKovMFAxyuty5ZtP1KTUcLM/v8X4qV6YyzOR0bC/kUdWkbntcmUrz/Gy2K5pstxXP5HQalkfT8hEQeG4myzPTWSZSKusNG8cLCKMI2/W5VzbjlPelMQRB6DjIvKFyv9yi5fgEYUTL8blfbu2pT4qiWM9lrWZTabl9fW9RFPHWSgM/DLk6ncHQJHRFRlckpjIaLc/nwZZJFMWDGd1gf9n+fpzdztf3+n52rsvxAz52dZLFiRSPqhbvrjeoWx6Xi1k+8ewUH7s62fe9GRTaGYXLxSx12+vsgUvFDGMplYjo0GfpKM/dUe8pdB9d9cJBTvW4r20HCTP5uCVfFMWee9d0AwQBxtMKoihgOsGe7+3ceIqVqtUXSRsGNFlEEQVulxq0PJ+pjIauxPVmeUOJnwvXZ63WvW/bhKvdjXcUHPbsTucNfuGDC5wfT1FquHhBRNVKhOMSvIdwll0PR83sHCcT0ysi9sOIlZqFF8KYocTS+Tu6ERbHU5QaDktlk+dnc3sid8cP+OSzU7x0voAbRAdGk4WUSk6XkUWBhUKKTz5XxAtCvvbuJstVC82V4oitFWC5AefHU/zCKwtM543OZ/Zbn3TcY72deyACZDGWdNe2p0rndYWtVpz+FgQOjB6PqpfRT8ZCQKBmeYRRPOcob6i8OJc9kTLwUdFL2fiTzxW7fhdFEX9xY7VvJzvMqdMn6RwcZNdhr72riAJXilk+eGGMasunajlstqKu7y2Mjl67NUgUUgoFQ+Ov7pQ5V9g1yiACTZGYyeksbbW4OJlmIqOdqMmh32f3hbk8n/m4yrfvVvjRWo0fLTkDu+aEsCQYeZxV10M/5/I3HtV46byAG0TULa/THXDUGps9RrPp0nI8Lk9muTCZ2jNbyFBlJrMqhirvr/mykGc8o3W97iDHO1sweO2Zyc5rOuupmFQtGVEUODdm8OrF8S6ysvMaDqpPOsmx3s49IIowkdZYrZlMyzoIAqok0rC9ePrvdnZjP2d1HGe3HyGbzGjxhOtWfLwynTOwvYD1hsXX3g061zTsycr9OpO1mn2kZ6nfKevHmTp9ks7BQXcd7vx+lqtWR+Sv1LJRRZFCSuVSMcN8weh8b5WWe6ZCcYIgdFSTK5bLuCCgbM9mqlouExmNDyzkuVVqUTFdLD84NlE+6rM7nTf49Ad0XjMneedhmj8d0DUnhCXByOOsFCQPy+xossRX3tngdqmJ7QXc32yhyiIvzuVZKBytawW6jeZG3Salikxn9Z4dJrYXMJHWePXiBI8qVt+R+1E6tY7jZPerT2qTv6rlUsxouEFIRFwr0M95/+49sDhhULc81hs2BUMliCLCMGK1FhOvwyYcH8fZ7b4fqiTw+lKVzabTVw3DcWq3+sFRnMlRn6V+p6yf5J4eN/s06KGRghCPhbi5sle7ZL1uY3shUzv25yhoS80XUrwwGytCt1wf3/H2zGZSZYmPXZ3EUOVjaxUdR4iwvd9fmCsM7HoTwpJg5HFWhqFXZqcdZZabDu+sN9hqulyZytCwfMIoIowi7pZanYnLRy2+az/khZTCctXmTqlxYLHm1ekMV6czXU4U6Jr7c5jjPciIHdfJ7j6eiKKIt9fq21L7ZsfpTaQ1zo8bpDWZH63VuTiZ4sJkes9adu+BvKFyfSHHg7LFZtNmo+Ewk9O5NpfvGtK4H47r7Hbej0rLZaXWXw3DsDpFjkoEj/osHWXK+nHv6UmyT4PMXB3VMQ86y3McFFIKz83kuF1q8Hwmix9GndlMRHC/3OJyMdvzmeoXZy1EuBMJYUkw8hikYThKjcnuaLStbbLZtHm4FQ/2Gk8p2G5AZTsiU7eF1XZOXD7OA33Uax5Lq2zUbd54WOurPmRY0T70Pp7wgpAfLFXIGzLjKQ1FVvD8kLubTd5aqZHVZVquD1HE87P5PWvudT8ymsKlooAswqXJDH/jmSJXp/cKtO2Hozq73XvH9oIzH3ZXNb19ieDihLFn7x11Xx11yvpxCcRJ9mObiLU/s2p6xyItx3HMxazGB84VuPGoxlrNwvFDJEnsHJ0OW25h5/e5s+vLdAZHmkZpqGNCWBI8ERjoFNE+Cz7zhkzeULi90WI8rXBvs4Xp+uiyBNuFnUEEd0pNnCDsEJSdBaAZXT72A32Uaz6ttu/DCF+vdViez1ffKbFSNcnrWbwwIvRDgiDEdOLZRFEUMZ3TGUup+655v/txbb6wRxOkX4fZr6PstXfyhtIZJHlWw+6WqyY3V+tostBFBFdrJnXL44W57J7unIP21YtzWRRJ3G7RjvVHjjplfZhkuBcGpc90VMe883PLTZflikUQhRRzGlVT4q2VRofEDRK9iquHWdQ9SkMdE8KS4InBIKaI9uvQ28boUcXk7maDb9yyUWWRZ2cyuH5E3fIZT6lcmEizZTrULQ83G6ArcqcAtD0D6CQPdD/XfFrD7g5zDPutAwSIIvwAXn9YZzanxaJc2y2pU1mVcsvj8lSGYlajiLbvmvsp7B20uOB+e2etblNquNhe2CV/DqdTwxBFEXc3TLwgZCZroG07Wk2RmJZ11hs2tzdanBsz9uy9XvfR9QPeWml03buUKuMGIS+fHxvJKeuDJOpHccw7P1dXRLZaLm4QgCBgOSEgDEUj6qD9vbsjbFBF3aNQq9NGQlgSPFE4TvR2VIe+0xjNF1IYikyltUbD9rm50ujI488WdNK6jCRBzfLYaDicH4v1JmRJRBHFgTzQh13zUVLZO1PngyZ87Wh79zrKTYflmkVKk2jYPm4YggibDQdVFonCCFmCmdzj1x10jLbf/RhGlumgvXNRTdO0Yz2cHz6qMJtPMZ5WY7n2AdYw7JcxqpoeVcthcTxFxfI6Ld7bN4m8rrC01doW1Nu793bex426zdfe3dxz7x6UWzzYNBlPacwV9naGneWU9UET9X4dc1seoGa5LE6keHO5geX5nBtLEQEbTYdS0+H6XI4HW+ZAggU4O/HMUajVaSMhLAmeehzVoe82gm4QMl8wSKsSj2o2OU1mNqdTczyiKEKVpe2ZIRJr9Vg75VwhBURDFQdro99U9nLV5PUlt69hf7vVQPtxDM/PZvcWKUcRa3UbP4DJtIoqiWQNhZbtE0URrh8RqhGLhVgnYvea+43ch5VlOmjv1CwP2wvYbDrYXsi9skVGkzg/nuK5mb11OMfBQRF1GIEXRlwpZrm5Wmej6cRKp5KIG8SD6BRJ5FLx4Lqeg+7dc7NZHlVt3lqpMZPTEHeMjtiPjJ/WvK9BF4P265hrlt/5XNMNKbec7WF/8dSu9pGw6YYDK0g9rSzqfhh0R9ZxkRCWBE89jnI23csIKqKIH0Qs1xxM2+edpstsXsf2Amqm3xFduzyZ5m7ZRAwDJClivWEzmda5vpBnMqP2PWhuJw4z/lEUYbmxlH655VDMansmBttegOOFfPdeBT8M90RnpabNS+fGyBlKrCVTMVmpWl21Go8qJvOF1IGO4eJkak9KveUEtNyAYlajZrroisSFiRSOF4IAEtDyfCazepf8+e7I/bD7MKxOhv32TtWMVV6bjkdGl/mxC+NERKzVHAxF7hKNOy4Oi6g/cK4Q3yMlVmttz5Jp2B6yJDK+3W023yMz0n0t+987URC5Pp/lBw+q/GitwYWJ9IHR9WnO+xpGMWg/jnmnlk3d9vDDEEV+TNh2HgnndGUgR2aj0KkzbC2hfnAswvKFL3yB3/3d32V1dZUXX3yR3//93+e1117b9+//xb/4F/zO7/wOt27dIp/P89M//dP8r//r/8rExMSxF54gQb+R3FHOpnsZQS8IqFk+pZZNMaOBGBulUsOlapoEEeQNhZQq8+GLY8wWDFaqNqWGzUrN5HapQRhG5A0FTZV61n70uo7DjP/jOpsWD7da3HjkcXUqFpprT3yOopg4OX6ALMLFyUxXdDYWKHznfpUbj2pMZFSWyiaKLHF9PtvRkrm90eLuZpPJtE5a23P7Oo5BV6Q9KXUvjItrZ/MaWy2XMIoQgJwuk9cVVqoWuiIym39MtHZH7v04wWF1MvTaO1EU8WDLpOX5FAwFyw8xVImMJlPMxPU3OztndqLfPdtPRP2wYjKXN7i72eTCRJr3zec703plUaDUsLky1fs4aCcOu3dTWYMLkx4LhRR12ztQxfg0jyxUScAPItbqFnlDjetqdpD14x5XHeaYd+4JRRK7VJeBriPhQR2ZjUqnzmkXVO/GkQnLn//5n/PZz36WL3zhC3z0ox/lD/7gD/jUpz7FzZs3OX/+/J6//8Y3vsF/99/9d/yjf/SP+PSnP83y8jKf+cxn+NVf/VX+7b/9twO5iATvPRwlkjtK0VjV9LocVBRFLFUsDE1iAo2mExCGIaWmA1FsmGbSGh+6MEYIlJsuFdOjbvtYbsB63eTOponpBEznNH7i2SK5tNYx4tfmc6zVnD3XMZPXOg6rl/G/Np/r+veXz43z+sMKN1frbDYdXjpfQJMlNho2qiTiyyLTuW757prl8sPlGltNmxCwvW0tmTDgzoZJSpXJGyoXJ1O8u17ndqnBh9Ljexxs2yjrirQnpS4KAmEYO+nLxXhytOWFNByftCZtz3MR0GWJIIz2RO6lhtOXExxWJ0OvvdNyArZaLnlNpmZ7zOZTnezQQdHuUfZsPxH1StXi1YsTlFtu534bqoTgwUbDppDW+jqKbN+7eC6V0FGybRMA2wsYT6t88rkigiD0dOKnfWSxUbe58ajGwy2TtbrNVFZjMqOzOGGQN9QT144d5Jh37onFiVSX6nIE1GyPmZxOShV5sGUOpCB1lDp1zhJHJiy/93u/x6/8yq/wq7/6qwD8/u//Pn/5l3/JF7/4RT7/+c/v+ftvfetbXLhwgb//9/8+ABcvXuTv/t2/y+/8zu+ccOkJ3qtoR3JVyyWjyaQlmTCKuL1PJHfQ2fT6tkOfysURVd6QuxxU2znN5HSCIOTdUoOaE49vL6RUCmmVjKZwbjxNShX5v9/ewHJDCimZrZbLStWi5fjIAjzYavEffxjwsx+Y5cJEmjdX6vxotc5sXmM6Z3TWdHujztdvOeQMhWtzuT3G/165xV++tUZalToZk7QGryyO8aBs8u5Ggx8sVXlxNsflYpapnMa375X3COB9736FN7ZHwbfcAEkUmMpqPDOdoeV6PChbXF9QyOjxpOgHWy2en82R1bvrFXY6BkEQulLqjh/ExaCiyIcuFMin1I68uywK3N9sgQB+GA9p3Bm5F7MaX3m71JcTHFYnQ6+9Y/sBpuNje5DVVRYnjK7Ivle0e9TsQ78Rdc5QTlxbUEgpZDSZb97ZQhYhiKIdon46FTMeddDWcemF0zyy2Hkvn5nOIgoCNdujVW5SNV2uTqexvXBotWM798SDskkxq1A1ZR5WzE6xczGjxVpMA1rDKHXqnCWORFhc1+X73/8+v/Ebv9H1+5/8yZ/km9/8Zs/XfOQjH+G//+//e770pS/xqU99io2NDf71v/7X/K2/9bf2/RzHcXCcxwOT6vX6UZaZ4ClGO5JbrlqEYdQlljW+7Qz3a4fdbdgdL8TxA3xZ5Nv3yl3ZjbaDUiUR1wvRZZGm63OukKJgxGPcDU1GFQW2TBcvDDFdCMKIcsvG8RVank/V8kmrEqIgIoki6w2Lr75T4tPvV7DcgJWaxfsW8p2oKa3JFLM631+qokgiu8pREASBjCbzw0c1PnJpousaCymVvKEwm9epmC4fuzrJhcn0nqwRwLtrDb59r4wXRGR1CUEUCIKQrabLD90az8/mKLecWEtGk7kylWalZnF3s8mVYvbAOobdKfW65fH6wwoV00ORJAxFQiDOAsyPp/j41UlUWdoTuVda7pGc4LA6GXbvnarl4oURc1mDZ2cyneO3NnrV3xw1+3CUiHosrZ6otqDUcCg3XUzHQ5JEJtIqAvCg3OROqclL5/IsjBms15193/sgghVFEX4Ysdl02Kg7J6p76HUvU6rEg61YC2WlZhFGEZ98borr84crHu9836Pcv917YiKjEm5PLh7PKAgCJypI7bWeUenUOUscibBsbm4SBAHT09Ndv5+enmZtba3naz7ykY/wL/7Fv+AXf/EXsW0b3/f523/7b/NP/sk/2fdzPv/5z/Nbv/VbR1lagvcI2sqeG3UbPww7UuGeH7JWt5BFkbfX6rx0vtCJ5NoPfxjBB87lef+5HO+sNfnu/S0EYC5vYKjyniOXtZrDrY06TdcjEmAunyKfknl3vUEhrSIKcbq8fV7thbHRNl0fSRRx3BBJAMsN8QI/nncTRNwvm3z7XhlZEkkpEn7YPaLdDyNSSjwhuU0YdkIUBBw/QBR7S+lPZDQsP8BQY0n/3dEZRLzxsIrlBcxkNSw/Iqu227EFaqbPUsXk0mQaL4izBJos8cJsjoVCiprt7onki1ltT1Fx+/7P5PVO99VRsgBHPbcfZCfDQZOPbS/gu/e3WKvb5HbNeeoV7R4n+3DUiPq4tQVtAhAR8fFnpliqxIW7fhCS1hSajsda3eZbdzfxwmjfY6z9CFbVdHmwZbJWtWg6Pil1g+WqdWxH3utetol6ywmoWS62H/DSucKewZ/74biFwr1mSwGd6ejHJWYHrWcUOnXOEscquu1VSLbfF3Pz5k3+/t//+/yP/+P/yE/91E+xurrKP/yH/5DPfOYz/NEf/VHP1/zmb/4mn/vc5zo/1+t1zp07d5ylJnjKYHsBS1smXhAwmzOgHZFui2Wt1i2WtkzsbVGy3Q+/44XYfsCjLYu67TGV1QkiWBxPdc3+Was5fOLZST5wLs9kRme5YvLcbBbTDZHFFt62gSo1HCYy8Zm5LAoEQYTjR+jbdQCt7XVosoQQRqBAEIW8vdZkOqcxnTVQxO5zZ0UUMRQZy/M7hGEnwihCkyXCXURn5z3aGeHvPtaIsxsOKUWi5caEYCyt0rB9Go5PRo+FsObyBor0WEvmuZkcn3h2kprldxGTUsPhK2+XDjT4x+kwOM65/SA6GdZrFt++t8XDSpzFKxgK82Pd1/PhSxN89Z1SX9HucQomT0v7YicBSGvxMMOm41OzPBqOx90Nn4cVi0uTGaZzWnxkWWrwoNziQxfHO9OLexGsdidVy/Vwg5DLxSzTOe1ERbj73UtBEMjoMoYq8ahq4ga9n43dOGmh8KCLUPtZz7AE4p4EHImwTE5OIknSnmzKxsbGnqxLG5///Of56Ec/yj/8h/8QgPe9732k02lee+01/qf/6X9idnZ2z2s0TUPT+mPHCZ4MDEqbwfYCmo7PeErpkJUOBIG0KrO1HQXvfvgdP+D2epWVqknTDXhmKkNKlVir2zQsf1tgS+1EvDXLZzyj8drVSb76Tmn7vFpjzFB5d6NBy/EJwogoivjeUoUxQ8EPQ0RBIAhDgjDOhkRRhBBFBGGIKknoctx5tF53uDSZ7mrnhXhwXUaX2NpykMW9wUHT8blcTNN0PIqRdmj0Dd3Zh+/cL2O6PpoiEUUwmVE72RjHD7E9n5broykiu7VkRFHcU0jar8E/qnE/7rn9SZzIzZUa/+p7j1itWRiqhK7EYnebLbfreo6SzenZabQ9RNMLQrwgRBX3FkyehvbFbgJQt73H87IqJk3bJ63J2H5c4+SHIQ3L59ZGg3fW63HWbSzNtflcF8EqZjTub5pULBdFhLG0xsViioymkFblzjHYJzLqHgI8aBK7H85a2+TY63mueKadOmeJIxEWVVV55ZVX+PKXv8zP//zPd37/5S9/mZ/92Z/t+RrTNJHl7o+RpPjhiKL+WHCCs8dJCMcgtRl0RSKjSZhuQFaP9jgx0w3IaBKaLHY9/Ahwp9TCD0MuTKT56+VqTEjSGlMZrWtg4WFHDU4QsFG38IKICxNpxtMqQRjyo7UGuiKwMGZwe6MJQFaTqJs+Nc9Dl0UEQmRZQYDtGpXe91BXJGbzBqWmgygIXdF1wVC4Pp/nzeU6N1frLI6nOkdaB0Xf7ezDeFrh1kaTlCLStGNnIUshqiwyllJYrvhIgkhalWnY/r4OctgG/7QVNtdrFv/qe49Y2jK5OJFCVSQ8P6RiOjhebMN2Xk+/2ZzdxKtNCsotBy8IqFs+z85kO1OPd2IY2hc7n2XL9VG322/9MOTGozgjostxh1Bak2i5Pu+uNbfrWixarsdUVsMPQBbFLnLafk5ubdS5s9kgrSnM5Y1O9w48PgZ7e61O0/ap2W7fdmGQxaejoG0yyusZRRz5SOhzn/scv/RLv8QHP/hBfvzHf5w//MM/ZGlpic985jNAfJyzvLzMn/3ZnwHw6U9/ml/7tV/ji1/8YudI6LOf/Sw/9mM/xtzc3GCvJsFQcBLCMWhtBl2JlUQfbll7lD1rdlxcujBu4Phh18PfdPyOImUEpFSZmuli+waGInUNLBQE9j1qqLRc/q/XV5jJG1huwGrdZrVuk9NlLk1myBoKBV2m6fjcXK2hbbfrRoDphoRRhCJLXClmmS1oTGX1ns54YTzFtbnHLc/t6HoyoxFFcHujienGsvClhsNkVmUirR0afQuCwPsW8lybi9uiF8dTlFoeTdsjiCJEAVKaxIcvj/Nrr13EDSJ0ReocDe0Ra6uYpDW5o6raboXdbWCPOxKgiyxWTJa2TERRGPg03CiK+PbdCiu1eCqxrsamcedcHs2VWK4cfdDfTuL15kpcf+UGAWlVxglhPKUSRfC1dzd7Pg+DPHbY/SwrokB5O3sURtByPaazOi03IAhDogjmcgZ+EPCDpSq6IjKd1QkjKLccFFnkQrY7+v/kc0XmC7EK7PnxFDlD3iNm6PgBN1frWJ7fVcR9mF0YJIkdFW2T017PaSkRDwNHJiy/+Iu/SLlc5rd/+7dZXV3l2rVrfOlLX2JxcRGA1dVVlpaWOn//y7/8yzQaDf7pP/2n/IN/8A8oFAr8xE/8BP/L//K/DO4qEgwNJyEcw4jACymF52by2F5sTLfMx8qeM1kdQYDnZvLoitT18HtB2FGkFIW4UG+5YhIEIShSR53SDQJqlrfvUcNm0+WHy1U0RWJhzCCM4jR0yw0IoijusBDgb1+f4+GW2ZXxEYW4MDdvKDw/F3eXvHpxgkcVa9+U//Ozj41L3fJ4fanSqb2ZyuosTvgslU0MVebVixNcnT5Yhh1AFEV+6sUZVioWD6s2c3mNYkal6XhsNFyemc7w09dmeWe9dSBJXa6avLVaRxDiupp2K2w7mj7qSID9MJXTeTGKaNo+ddsjjEKqpjvQabhV0+NhpUVKkVDlXQ5DECgYKg3Ho2rJx3IYUzmdjz8zyb/8zhJbpkteVwgimC0YLI6nyBvK0I8g9nuWN5su9zdb1G2P8+MpwihuMzfdkKwuM5XT8YOQB+sNnpvJgiDg+o+LzXtF/1M5ncmMiiwKe8hKRMTtjRZeEHJpMtPVIdePXRjUUdmoaZucxnpOU4l4GDhW0e2v//qv8+u//us9/+1P/uRP9vzu7/29v8ff+3t/7zgflWCI6Ef2/SSEYxgpzp0RVqVlkzdSBBFIAgRhyFhG59p8DkXqfvh3K1KOpRTKTZkt00GRxLiDJ4xYrdnMFoyeUVoURdxYrtFwfK5OZZC2i2VTqsxYKmKj6bBes1EVgYym8PxMjnLTRpJEIgQ0RSSrxdHmwy2L51/Ic3U6w9XpzL7fQzu6jqKImyt16rbX9V1kNIXnZ3PcL7d4VLG4Op3p6z6+MJfn73zsIn/51hp3Sq1YL0WWeOl8gQ9dGGelah9IUgG+e69CxXSZzmpkdBXPD1mtmdQtj+sLOWRRPHAkQL8Ztp2D+RbGUkNRUHX8kJAIQ4mnE+tiN2lRZBG7FXdmHddhqLLERFrl41eLKLLYNfUYDh74eFIc9Cxf31bIrZguXhBRbjlIosj8WCzpn1IlGk6EF4QI2zVZbXG0dv3V7uj/oKObpu2ztNVicTy1pwOuX7swiKOyUdM2GdZ62nZ+uWry3XsVvCDo0n0a9vDEQSKZJfQeRT9M+6SEY1gpzqlcTEr+8i2TO6VGx9leLqZ5be6x3P3Ohz+tSR1FyilJww0irs3lSKky5ZbDRsNhJqdzbS7P9YXe+g1V02Oz6VBIqfhBhLTDbwmCgCIKvPGogiKLSIKIoYrkDBVJEphIx6QujAI2G24n09J+7WEOahjk74W5PM/NZHlQNmk4PllN5vy4wdfeLVM1HYpZHTeIM1lpTeLCRExSbzyqgRAXDj8zlWWtYZOl+/jk/qZJ1pD3HQnQb4bttAojNVkkrys0dD+efCyLXe/negGWG3BuzDi2A3P8EC+MmM5pSD1a0od5BHHY/rk8lWatbnG5mCafUuM2/SDgrZUGG00HIQJZjNv4LS8grcgsjj+eLXVYZ9pOsnpv00SRRK4Usz2/s37vw0mPyk67Ruos1tOx85U4G1oxXZ6ZyjKeDklr8pkVGB8XCWF5D6LfY56TEo5hpTjbD2Fak/nI5YlY/n27e+bN5TqTGa1DanY+/AtjOqWGzdvrTaazGs9O51AVAaUscGkyw994pnjgkYrjx+qsM1md9YbFtKx3imZbjs9KxWKj4XBtroAsQVZX2MRhy3JplFs0bQ/TDRGEuC35/357nbrt95WOHRb5E0WRi8XHWZlKy+XttRpV0+PBloW/PRdlPK2yOJ5iKqtzu9QABGZyBuPpkIbtd9UTGYrErfUGV6YzBGHEdHZvsW7Lib/7Wxt1PnAuv69mxmkVIhZSCgtjaTabLik/7K6P8gPulU3Oj6d49eLe0QT9Ip59E7JW2zH7Zsd7DfMI4rD9M55WyeoKNdtjsUMMZa7NC7F68nqdlCpRszyemcqyOBHLAEB/nWk7j26uTKXRFWG7C20vTvMoZlSmEA9jPTvtfFqTEQSYzmqsNWwa9uOuyCepoDchLO8xHCViPSnhGEaKc+f6L050v2cxE3Wtf/fD7wYh58ZTTOXia2u4Hmogcm2+0Jcx0GQRVRaZyqlsthzub5mMpRQymsRK1aTUchhPqTw7neFh1UISBCYyKis1iyAEQ5EwVAVFjgnOet3mrx9V+0rHntZ5+3LV4uZqA10WKaRUVF3BDcJO6/cLszlMNwDizqW0Ju+ZFOz6AS031vJYq9vUTJ+JbEx4gM7ful5I0/WYzOi8dnWy5/WfViHizugWTDRZpGkHlD0H0ws4P5HiF15ZYDrfPfm43wLGjbrNjeUaD7es7dk3OhMZtaP/M+wjiMP2j+PFBbKGInVF94okktUlPnx5ksvFNHc2WnhBPPSv1+yn/TrTdt6jvCHz1Xc2R+YoZhSmEA96PbvtfNXyCKOIjK6Sha6uSGG7C3FY2b1S3R7YeyWE5T2Go0SsJyUcw0hxHjXi3s9gHkX7oY32zJX/encLz/epWS7rdRtJFLAcn6ym8OJ8jstTaUwvruew3BAJsP0QRZeYSCnULI9iWsfxAlqOT8V0Dk3HHve76OVQ2/dx9/VHUcTdUhM/CClktQ5J0MW4aHij6XC71GA8rSAIj53fTqXRLdPhzeUahiqxOJ7CDyNkEdbqNus1G4iIhHjeii6LRAI8qpj8xQ9Xu4TI2td3moWROwnuo0qLmu0honNuLM2rl8b2kJV+Cxh3RrrPzmTi2TeWG5M60+PKVAbHD4Z6BNHP/nluJseLc1neWmnsyojkOtf03MzjCeFLFQ8RoXN/DupM2x21j9JRzH5rPEucdD277eTuGr6dXZEZXR5aViuKIm6uNgb2fglheY/hKBHrIAjHoFOux1UN3f3wH8cY7J65cnUyQ93xYoEtJ+DqdIYXZnMIgsjihMFGw2al1sKQRUzPJavLbDZdXD8kjMAzQx5VLJ6bzREEUdc4gd04znfRy6Gm1Tg13HT8PU5WkURqpsf58TQV04nv8Y7i37wm82DL5MXZWTKGzN1Ss+P8BEEgrUvcKXnUtjMx5ydS1O2A1ZpJMa3y1yvxTLAPzOcRBIH1hk1eV/CCkG/fK+8RIpvK6adeGPmY4BYOJLT9Hqv2nn0jd8TZOrNvnp3at3ZqEOh3/7RF8faL7jsdW45HwwkIw4iadfSOrVE7ioEnu913N3bbyZ01fNOy3umK9MJwqFmtqumxWjMH9n4JYXmP4agR6yAMyyBTrmfVith2PGEU8sEL47y9Vued9QaWH+IHsXHYbLq0tRDzhsrV6QzLVRPT8TsGxAsiRCHC8QMcL6DpBry5UufuZotrC3n+xjNT+67hKN9FL4e6Xrf5/729ToTAhy+NsVBIdTnZF+ayuGHIlak0N1dC1hv29qymODKrWC6KJHJ5Os1UVqfcdLucX7nlcGujwXRWY3EihbhN3OqWx6Oahe+HiKJA3fax/aCjjxO3afcWIutVizSIaPwg53RYdHuUY9VeGcG8oXJ9QaHlpOPZN17IS+f7n31zXPS7fw66/q6OrcLJOk1G6SjmSW/33Y3ddlJA6DyL6w0bQ5GQhPi53qlkPeh737Z7g0JCWN5jOE7EOgjDMqiU61m1IsZDF2vbnUIuS1tNHC9iLK0yk9MoNWxWajbfvb/Fj10cJ2/EQm4LBYNSw0WWBAxZoukGOF6EH8WDBrOaTMGQKTVd/tONNZ6dzu45etiJfr6LXg41iiJKTQdDleL/b3jM5I0uJ3t3w9yWiJe4vpDrqLH6jretsfI44zGWVvc4P9sLKaQUPnBurFOQGTvnHG+tCDys2IR+PFphYSyF6fnULe9gIbIetUibLQdFFJjOGlyaSvUUtTsIJ3VORzmW3Bnp7pTjb4vsGYpxpNk3J8VJnuVhdGyNwlHMoMUtRwG97GT7Wby/aXJro0EhFY8SGWZWq02cBoWEsLzHcNxjnlEwLO11nMX5d7sYVZPirIAqSRQMGcsPKDc9ilmDphuwXLV4Z63Jy4sFICKIBDRZYCqb5UfrdaIwwo/iacymG89pQYALE2m2Wg7fvlvh0x/Y6wh334ODvoteDrXlBGy1XPKGikBMDtqToNtOtmrFLdvrdZsLE+ntLEDsYGVRoNR0uLKDDO52fpbr8/VbpT3dH3lD5fp8js2mTRDCBy+MkVJlvvegQsFQ+xYie5yxsLhbalIzXb59z0aVqqeqvHyUY8m2wd5oWJQaXkwAw7AjslfMKqcqTgbHf5afRun4UZsnNCjsZydlUSRryHz40gQfvLC3ZmzQKKQUZvOpgb3f6T0lCUYG7Yj1cjFL3fZ4VDWp27G66yeeGf1oouf6rfhYYaFgUGm5bDWdgc2q2lmMaigSjheS0ZVO8ZodBFRNj2JWYyan86Dc4tZ6g4bt8+OXxnnp/Di6KuH7ITXLByJajocoCPGcIElmNq+TUmUeVlpUTe9E6+3lUL0wPrpSJRFFFvHDsGsStK5IeGHEpWKswHu/3MJ0AoxtFeC2/sxuMth2fjN5nQuTaRbG0mw07D33Pq1KGNtdRcWshh9G28rDYkeIbDytdgmRuUG4pxbJC0JurtRZr9vkDIWFQoqcrnCn1OCr75TYOKAjYbdzSmsykijEzmkiPp55c7l+6L7ZmW7vhZ3Hku1C7W/drbBSbWEocR1RFEXc32zwrbtbZLanJI86+iFqu7+zYSKKIiotl7WaTaXlHut5PwoJO811DQL72fkrxSx/8/os1+bzjKXVoRIxQRB4YTY7sPdLMizvUYzS+fFx0B1xm7z+oMZ37m2xZboQwURG45XFMT56pXe77FFQNb1OMepK1SQI45k7cfFsrJB7a6PBXF4nVZDwg5C0qnSk8ksNh2/d2eLWRoOabeL5EaoskjMUJjIaxUwsJGYoMiHRiQ1+rzofRRSRt2cuCcS1IsqOVG3byc4XDKay2rFqlg7Lfl2dzm4P0IvnD4mCQNP2sPzwUCEyGB3l5aMeS0YRCEQ4XsTSloXtxQXPjhdr3NSskxHU08IoSdkPquZk0G3zo1YLMwp2vjjA604Iy3sYwzzmOY2K+3bE/a07W7zxsIIkiczmDQRgs+nwX360wVbL5dPvnzuRsXD8sFOMWrc87m+1qG3rGlheSN1yiYDnZjLkDBUBgYbj8cbDKoWUwlRO52feP0PT9fjLt9aYyqikdQVZFOPWXmJdhDFDIa8rJzb4vRxqWpMYT6us1SyiKGKukO5kM3Y7WUEQjmzk2t93GMEHzhV4WDFZqVp7CA/QUd6MIlhvOH0LkY2K8vJRjiUrrbh9+YW5LN+/X2PLctCkeF5RXo+v7a8fVrm13uSZmcFFojsxqGdxVKTsB1lzMkgSNqq1MP3a+SehSyohLAkGjtOKMqIo4sajGrc2Ghiq1OXIzo1JrNUt3llvcmG5xk+c4Ay6bdQ0WeLqVIoby1VKTYe0FlfZK5KIKgs0nACp4XBxMs3zM1kebJmdiF8URf6b56a4td5kacskb6ixofTjKdMpRUJXJBbG0kcW0utlZHo51GJG416pSYRAMasQhmB7fs/an6OQ2Z3ft+MHBGHERFrj+Zkc82NxJ8lO49cmQy8tFjqzTfoRIhsl5eV+O24cP8T1Q0wnYiwtc2Fye/aVKMRkNYx4t9TkxqNaX4Mrj4pBPotnVT+2E4OuORkUCXvSa2FGLTO0HxLCkmCgOM0oo2p63C41CMOIfGrXWawgMJbSqFgetzeavHx+7NjZpLZRe31pi7ulFkEYoUgClhcRhRGGKpMzFOqWhyZJnB8zEEVxT8Q/nTf4hQ8u8K++94iHVYuUImEoMmOGEpOV8dS+Br8XMSk1nAONTC+H+hPPTXd0WB5VTVRJ5FIxw7mxeEpvpeUeKbLa+X1rskS15bNet/iuVSGryfyNZ4p89Mpkz7qXsbTKVFbv+/hp1JSX+0m3a7KIH0asNWzGUhraLrLlhCFjhsJmyx54seownsWz1k8ZdOHvoEjYk1yQPKqZoV5ICMsTjlFJ47ULzb7+7iarNYvnZ7KI29OMhxVlOH7YkYnv1TqnyCKCEGG6wYnqQgRBYCav8c5ag7dW6+hy7BTrtkfD9nGCuJ23mDPIqBKK1HuCLcQDBz/zcZVv363wsNIiJCKvK11iadD9vdYtr3PE0iYmGU2m3HSJiA40Mr0cKtD93lsm375XPnJktTOqLBgqb63UaXk++ZRKMaOxXLP4r3e3cIOQTz471fP9jnLGPorKy4dlogophcmMxnfvb1HMdP9du9h4OmcgicJAi1WHGfH321o/DLs0jFENgyBhpzVCYtB40jJDCWF5gjEqabz2Om5tNHhjqUJGk/HDqDMnBYYTZWiySEqVgCg2FmK3sfD8kCgSSKnSiepCoiji7dUGphdsF6pGOEEEkYAkCgRhhOdHzGRVnCDCC2OjtF/EP503+Jn3a11TkhcnUh2Ct/N7LbccHmyaKLLE9fksC4UUlufzzTtbmI7Hx5+Z6mQb9jMyve71WFplo27zxsPqsSOrdlRZzGjc2WzR8nymMo8N21RWp+X6rNfsA41ev8dPgyAcJ3FOx3HCgiBwfT7PN26VWKnZFDNaPFAxiI8C04rMVE5DEBhoseqwI/7DxOWGZZeGVfh70uLUUSpIPgoGuU9OI3hOCMsTilFJ4+1ch66IZAyZrCqzVDZZq1lcmyswV4gfhkFHGYWUwpVilrul1vaRxI6HLoqomA6iKHFlKnOiQsBKy+UHSxWyusJ0LqRqeohiRMFQsRyfiu1Rajq8u9FkrpBCEeNW3fW6xUwuVpPdedTSy6Df20x1ilLb97OY0VivOYRAGAbc2TBJqTKSKCKLIEkiSxVzj0prP0ZmEJFVO6oMImKNF73bQCmySOBE5AyFWxuNuAMpp53IkJ2V8vJJnPDV6QyvXS3y7XtlTDegEXrIkshMTuf8WIqq5Q68WPWsIv5h26VhDVTduRemc0fPJpzGuoZBAAa1Tw56PgbphRLC8gRiVNJ4u9fRcgOCIGK5amNtq5iWGg7X5vNcmEjHxakDjDIEQeD6Qp57my3eeFjhUdViIq12uoT8EF4+n+H69uya46LUcCm3HKazGpsNB8cLGU8riKIYp/LDiJbtUmq4TKR1oijkxnKThuPjh1B60+48wDN5rXPPdhv0UsNGlcXH99MJqGwTF10WWW/YPChbLIwZBFHERFrtGmDWRj9GZhCRVTuqbNperPGidxtjzw/x/IiHWxYrVRPT9ZnMaCeOtk9befmkTlgQBD52dRJve+p1wVDI6AqSAKWmM5Ri1bOI+E/DLg36WG9Q2aCzWNcgCM0g9slhz8crs4MbOZEQlicQo1LgtXsdfhALo5UaDtM5jWJGouX6LFVMGrZP3mjLtp8sktz9oH76/bOMp1V+sFRhtWZBBBld5v2zeT52ZZJi9qQPTAQReEGEJAqkNImGG6CKIZIoklZFTFdEUwRMz+PuZoumE5AzFOZ3zFu5XWrw9VslsrrcRaLaBv3map1Sw+GDF8bilu222JuugCBQMFQ2mzYZXcL1QmQhwNtxBNVGP0ZmEJFVO6q8sVxFEsXuY7koYq1uY7oBQRCS0WTOj6eRRWEg0fYwW/J3YlBOeCqn88nnpjpOqGq5Qy1WPYsW5NOyS4Mq/B10Nug01wUMhGiddJ/083zcXHX7Xs9hSAjLE4hRKfDaPSdlacsipUpMZlRM18dQYtn3tCzxqGIhigIvzmVPFEnuF3l89MoEn3i2yNtrdW6vtzA9jzCKpwA/qlgncgrFrMZERmOjYROEISJg2j4VP0QQgCiimNH4W9dmcYKIyYxK1gi5uOsBLkYaP3hQQZH2SlULgkDBUHh7tU5bgHan2JsuSnhBxMOKieUGbLZcqpsu44aK6fiMHaBh0isSG0Rk1Y4qSw2blapFqekzl9fxg4iq5WK6AboioioiM3mDnB7vh1Es5tsPu51wFG3PAwpDFFGMi4v7dMKnKeJ1Fi3I+9ml9gwl24sVofdTCD4KTnovh5UNOo11/dXtTVw/3B4aejKiddJ90g9JXS1v9bWWfpAQlicQo1LgtXMdEfF8mpmcThBFbDQctrYH4nlhxOViXEeiyr1JVj84LPK4Np/jUcXGCQJm86mBnZ+PpVVeWRzj376+zErVxvUDEARCQgIvIhIgpYpkdBnZD7G8kJnc3gfYDyMMVaJpB3uOcQAyugICNB2PvKE8Fnur2/hByN3NFi0n4MKETE6X+etlj6rl8aPVOoYioyniHiOzH8F7cS47kAi8nTlQJJGv3ypxa6NJIaWSNxQsN0CSRNKq0qViO+ptnjux0wlXTZcHWyZbLRc/iFVqxwwVWabv4OC0MkNw+i3IvexSzXI7QzRN18cLIr57r8KHLwsn/vyT3MthZoOGua5iVuN79ysUsxovzOYGQrR275NS0yYIIybTOtcX8gdmqPsd1zAoJITlCcSoKE7uXEfeULZnwyhogsDieFzfMZFWuT6fx1AllqvWsbM+h0Ue98ot/vKtNdKqxMXJTCcaDqMIWRR5d6OOJol8+gOznW6cfiEIAh+5PMGXbqxQtVy8ICSKINweEaLKIitVm7+4scZPX5shiuj5ACuSiK5IWK6/5xgHQBJgIq1RMz3m8vH04cXxFHXL49ZGk4rpcWEihSaL1GyfZ6czpFWFlZrFDx5u8cJsrssZ9UPwBhGBT+V0fv7lea7N57mxXGOz6WC6ASuRxYVCiguTj7vF2hjVNs/daDvh9brN3VLcCZXXFVRdwQ1CHlZNRKBueczkR0OrYidOM6uz2y7VbY8bj+q0XI+8ruB4AsW8xlrd5KvvBGeq7zHILPUgi2MPW1cQQrnpcHVqr8jgSYhWe5/cWm92nuGq5R6aoe43eB4UEsLyBOIs0r2HrWOtZhGE4HgBgiBQsz3GDJUXZnNkdYWW458o63NY5JHRZH74qMZHLk0gCAJV0+Xmap07pSYN2ycIQv76YY264/FTL84c2VBWWi6PKhaSIOADQQQIIETEQw1Nj/tRi/WaRT6l9XyA05pEVlPYarnIYvc1RFFEqenw8vkxvDDkfrlFcTtKymgSTdsjpYjIktDJ4CyOp8hvC8hVTI/Xrha5MJnukLXDUstrNYePPzPJWyuNAyPwfgyyIAg8M5Pl6nSGqumxUbdJqSLTWT3OHO3CqLZ57kYhpTCXN/jPN9cIo6hr/+mCiCKCKEo8rJhDUaodBE6a1enXIe+0B/fKLTYbLg3HZcxQqTk+GU3hmekseUM58yPBQWWpB93Cfdi6mo4HAj2fKThZIFBqOB2Zg5lcf0dN/QTPg5zWnBCWJxRnrTi5ex03lmtsNBwebMWkou1QCyl1IFmfwyIPURBw/ABRjMnKd+6VubtpIols13dErNcdvvpOCccL+dsf6H++0HrN4s/+6wNWahaCEBtmQYgHIAqCQBBFeGFE0/H50VqdZ6ZzyJLAxV0PMBEYqsRc3qDUsONJzbuI5seuTgLwV7c3+d79CuWmg719XVenM1ydzjKe0khrUue9J9IalhdgqHLnd/2mvF86X+CTzxX3dUhHNcht51hIKSxXbe6UGqQ1uachu1zMkjdkKi33zIUP94MgCJwbT3UGXbp+PGHa80OqlktGV7lcTLFStUb+eOs4OOr337YH37pb5oePaiiigOWHXfYAOPMjwUFkqYfRwn3Yumqmx0RaQ9rnETluIHDcmp5+gucXZpIuoQSMxiTO9jp+IqtxbizF194tYbo+i+MpDFWm5fSeVXNUHBZ5hFGEJksEQchyxWG5ZqPKcWeNIAh4ftyKnNZkbm00uPGoxk88f3h0t1G3+dKNNX60VscPIsIgwg8jwghCQBRj4hIBQRSx2XBJqRY5Xen5AM+PGfzUi9Os1Zx9ieZG3cb1Q4pZrZP6/eGjKqYbsFS2yBsKgvD4HvQyUkdJee8XgR9kkEsNm5fOj5EzlJ77rh9DNpPX+Oo7m2cufHgYcobChck0nh9RsVx8x0MWRWbzKRYnDDKawqOqOfLHW0fFcR3yVE7nQxfGebDVopjR0WWpi2DD2R8JnjRLPayi3cPWNZPXWRhLbc8y2z8QOGpgeJKansOCZ52kSyjBNk6ziO+wdTwzEz8oHZVWc3Ctm4dFHk3H53IxTanpsLI9kTitbjvRKKLleoylNXKGRKXl8cPlGi+dLzCe2Z/9t43So4q13dkg4Ech26UrhNv/EaW4nkWIQBTAcgMyelxoulLbO7F4Kqfz/GzvNHv7M+u21ymqi4+LDNZqFk0nLmK8vqAgIOxrpHYSvJQqdXW2pDWpQ3JUSeiZ4ehlkKMoIopAQOCbd0p8916Z+fEUKVXiSjHL9YV813fcyb49qnG71MB0g87fzhb0ffVoRm1+iSaLjKdVsroMZPCCeOBlWpMQEE583DmKOKlD1hWJgqFiKNLIKr8eN0sdRRH3N1v8aLXW6c7biZMW7R62LojFJQdZDnDSmp6Dgud6PSEsCUYUw8r6HBZ5FFIqH7syyV/dLrPeqBAEEZIYi5e1XA9BEHC8gKWyS83yMB2fr4yleO2ZyX0NU9X0WK6YeIEPgCYL2N7jYluISYsbgADIRDQcn8UJGS8Ieel8gZeFsZ73YT+i2SvSaRffNiyfiuWyUrNYnEghi8K+RqpN8N54WCGKYMt83NkynlIRBLg4meb1pSorNWtPhkORxK51tDtklrdM7m62qJougihSd+Ii1DulFm+t1PiJ56eZLxjd33nMGbG9kCCIaDge1RX3zIUP+0UXWZ5Id2W3TrPI/TRx0i6aUWkMOAxHtVftI7IfrdV541GVYlpnIqt2HXfByTNIh61r0OUAg5I5GHbwnBCWBAPHsDZuPxGRLIq8u9bgdqlB1fK25w3JWG6A6fqokkRKlcnqMo+qJl99p7RvNO/4IctVi/ubJmx3BUWxhtzeaybOPFQtH00RkUUBN4iYyR/t/Ha/SKewTUrub5rc2WywtGUymVH3NVKCEA9sXL1hsWV6zBd0sqlYH+fmah1DlRCIBfZ6ZThemMt1tfO+uRx3e5RNl4bjbevDBDRtn4wms16xeWulxp1Sk1cWx1gYS3dUfZerFpYb0HBiDY6baw1Mx+e1q5PHcoanjVEpcj9N7Kupsq1DY/sBVcvdV1PlLO7Zcbt1+rVXO4/IxraHWsoirNVtGpbPtflch7QMIoN00LoGHRgeRjDXGzYzOX3PmJHTRkJYEpwKBtX6d9iDenU6w09fm+Y//DDEC+Jiv/V6rAGR1xVqlocoCpyfSPP8TJYHW+a+0Xzd8rhXblE2PYo5DScIaNh+T8aiSUKszRLGxybHNVYHRTqFlMqVKYGsIfGJZ+Lpx/vdxyiKWKs5zI2lmMlHbJkuFctFFkWen82yVLZYq9v8N3NTPadq3y0144JJ1+fBlknL9VBFkbWaRRTFnUtqGHcs3dlokVIFDFmi2vKQBIHbG3W+fstBEuP6IdPzKRgqYykVXXb43laL7z+oMJXVGEt3k7p+otPTnFIeRRGKJPLCXJa7GyZVy2GzFZ1Jkftpodc+rLRc3l2PCa3jh4gCfPf+Fh++NHFgAe5pNAYMexDs7iMyBChmdFZrJlMZjY1WnIHMG3HG6DQySIMMDA8imHc3W9StePxGqemcaa1ZQlhOGadpaEcFgzYmBz2ogiBwfaHA/bLJD5aqcffGdqalbHoEUcilsQwXJtKIorhvNB9FEUtbrbgTiAgBmM7prNccWt5eRxoCKUXEUCVKLYd8SjmWsTos0ik1Ha5O5Xhm5mDF4HZK/9JkmpS2XcOyXXsRRRFrdYcwjDDdkIz+mFi1Mxw106NgaNwrN3m0ZdJyA8pNh1LTxVAk3CBgIqUB8RHPVDYDQNl08cKIYlbn+w8qgEDOkJnO6tA5+omj082mwzsbTV69oHZdy2HR6VH300meuT2fJYoUUiqXipm9R19PEXbvw4dbJn91Z5OtlocmCdhByHRW585GE9sLDyzAHXZjwGkMgu11RLY4YVC3PDaaDoYiUW64lBoOLdd/IrNuvQim44XULY+sLjNfGJwY53GREJZDMEiCMewoYBQxbGMSRRGVVjx4ECKKWY1iVuNn3jeLKon81zubbDYdMppM3lC4OJnlwkSaCGjaProSS9/vjuZvrTf56jslREHE8UNulVqkFJGIWOAt2M6yCBBPThbi/5dEAU2SmMxorNedI++Z3ZFOMaMRRNC0Y1XbmbzelyHcmdIXiHVq2qiYLoIQQST0FLBrZzguTaW4XWrwznqDjCajyAKyEM+MEgUByw8gilBEka53iWJVX0mMlXenclqHrMTvLzKWVqlbHpsNp0v197D6hqPup5M8c/t91nrdxvZCpkakxmYY2LkPf/ioyl8/rFKxPCbSCo4fkVMUVFmkanogWAfWHA2ztuG0BsH2OiLLGyrXF3I8KFuUmjabLYeKqfP8bP6Jtek7CabtBXz3XgVZpCPGCWdba5YQlgMwSIJxGlHAqGHYxmSjbvONW5v8YKlCueVABBMZjStTGXK6QkTE4kSaphswlVFZnEjhBvDuRrNTgJpSYvXZmul2yEWp4fC1d0us1W0Wx1Ok1QJvLtdZqbZilVtAFeOTIVmM61XCKMINI3KCgC6L3Fiu8qO1+rH2TDvS+catTb73oPvazo/3J8J00NFSnGUREIjJxm60MxxzeYOprIauSEiiQBiFSJKAIAhMphUsN8R0A/IpBQFoOHEkFv8soMgC9nbbdDcExlIK5W0RvZrlYqiH1zccdT+d5JkblYnoZ4mpnM7Hn5nkj/6qQanlktclIgQmMipTWY2UIrHesNFcieXK2dQcndbAxf2ep5i0KJQaGhXT429em+mINz6paBPMSsulZrtM54yRqTVLCMs+GCTBeK8av2Eak426zb9/Y4U3HlaQJJHZvIEAPKpY/PBRlWJW4+PPTPH+8wWCCG6u1lip2UykNabzOqquUDUdvnO/hqFISKLIREZlrmBQMz1M16eY0XD8kJSm8NxsBtcPcWsmQhhX3goIiCJIkoAuikQIuEGILMF0VsdQ5a498/FnJlFlqe9snRfGUfzV6QwZTUESYzXKgwqF2zjoaCmlioiCgCDE/78TOzMcEOvbvLI4xkbDoaDLaLLMStXC9WPyYvsB+Uim5XoEIVwuZjrZnLyuEIQR4a4sThRFuEHE1el03D3kBzyqmoeq7Fquz3Klv/3Ubq8/7jM3KhPRzxqqLJHXFC5OpilmtO3xEiJxPhEKhhp3fVnymWiqnNYg2IOeJyJoOT7Pz+SeeLKyE6MyZHcnEsLSA4MmGGdh/EahVmZYGz6KIm48qnFro4GhSjvua7SdPYhbaEsNh9m8zjPTae5sNFiqm2Q0GVUSqFku7240USQhnoMURGR1mbeWa9zbbHG5mKbh+CxXLdKKhB/Gk5kzmkzDCQjCCF2RyOkyERGWG+J4PilF5fr8WEc6u71n3lyp8y+/s8REWsULowMzLx0tFsvj+dnuTENalfvefwtjBndKTX60Wuf8RApDkTtZjGenM0QRHWXiXh0cbhAr+F4tZvH8iJbnszBmEIQBpaaH48YdIm4QIgoilyb1Lu2YgqEwX9BZrTnosoQqx4PQarZHSpHIGwrvP1fgpXMF3CA6VGXXdgMeVixePl/o2Xq5cz+d9JkbRWN9FnD8kFCIKOhqZxZWjAjbi+9RzfSYLxhnoqlyWoNg34udYqMyZHcnEsLSA4MmGKdt/E67VmY/cjSsDV81PW6XGoRhRH5bU8T2AkzHZ6vlMJFVcf2Q1ZrF5WIGWZTIpxTOkaJiutzbjAcJSqLI8zNZFEmkYrlAhpm8zncfbFGzYqeaVWX8KMQPIyqmS9P2CYlVdUUhjqwkUUSTBfwgLjDVlbiwtb13apbHwy2TcsvhtSuTLIylcPywZ7auI0q1VmcspbQD2Q762X87v/+W67HZcNloOBSzGuNptUuA6qAOjkorFv7TFJFr87nOpOKJtI4sSVheQDGIKKRVxlMK1+YLnblRGw2bhYk0P3Zpgv/7RxssVUxkMd4POSOeNr0wnuL6fL6neF+vDGe56fDD5RqvL1X54IUx8kb3te/cTyd95kbRWJ8FNFkkrys0dJ/KdvG65QVsNBwadlznULd9zo2l4inmp4zT1HsZlXEop4VR1NI5FmH5whe+wO/+7u+yurrKiy++yO///u/z2muv9fzbX/7lX+ZP//RP9/z+hRde4K233jrOxw8dgyYYp2n8TrtW5iByVMxqQ9nwjh/XToCAH4bcL9s0bA/TDSg3Y40ASYj/rl1Uqkgi82MGt9YDHD/CdAMymsxmy2UyreKHYaeLJgwjNk2HD10Yp5iDhxWTUqNJREQQRQgCKJLQ+f7lKMILICKi5YR8+26ZYk5ncSJNShH5f25t8rASa7m8tVqnZsejCy5MdGfrSg0nFqVarfHGoyqTGY1iRmdxwuhyzgftv/b3X7Vc0qpETlPQRIma7WGoEq9enODqdNzRUzU9npvJMJ5WEATI6QqLE6lOm/NuwbT3zec7irmSAEtbJufG0lyfz/GwYrFSs3oe7YylFP79G6vc2Wxiej5+GDKWVrk2t39XT68MZzGr8cxUlpurde5vmrzvXFwr02s/VU3vRM9cL2Mdf78Brh+wVrN5cT5/5sJnw0YhpbAwlmaz6ZLyQ5bKJqWWgx8EaJKE6QQUMxqaLPC1dzdPvRbvtDMfozIO5TQwilmlIxOWP//zP+ezn/0sX/jCF/joRz/KH/zBH/CpT32Kmzdvcv78+T1//4//8T/mf/6f/+fOz77v8/73v59f+IVfONnKh4hBE4zTYqqnXSvTDzkaxoaPxeAkLN9nfcMmiELSqoJiiDRsn5oZTzSdyuqdolIvCFnaMnGCkPmUjuOHGIpEpeVQtzwmt8/noyhCEgWCMCIII9KajCaJjKd18prCj9YbOF6I5QYYqogfRDhBSBjGnUJuELBat1mqmHzv/haSKGB5ARNpBUmUSKtyl9BUO1vy7lqDb94ps2U65HWFyZSGIgqs1kzqlsf1hVyHtOy3/9rf/3LVomG73C21qNuxSm9Wk8gbGsWMRt6QeWulwdtrdZa2TJqOT0aTOD+e4rmZxx0OvQyWoUoIXqwzMbdDKfjqTLanEd+o27y10ojVQCenEIW4QLnp+Ly5XGcyo+1xcPtlOAVBYHEixWbT4dZGg9mCzkRa67mfTvrM7b52XRFZr7msNWyqpktWk+OZLg3nqYusd2LnfTCdeG+tN2xkQSCIYCKj8sr5Ai/M5Tv25RMZlZrln5pDP+3Mx2kouo4Kdt/bUtMmCCMm0zrXF/IUs4MbbNgPjkxYfu/3fo9f+ZVf4Vd/9VcB+P3f/33+8i//ki9+8Yt8/vOf3/P3+XyefD7f+fnf/bt/R6VS4e/8nb9zgmUPF4MmGKfFVE+zVqZvcvRcceDGpJBSuFzM8PVbm9Qsj3MFA0EUgYiMJrHheAgC2+3KPoos4nghm02HZ6ayFFIqm00XURTI6wqPqjZ5QyGliKzWbERBRFMktkyHIIzl9g1FpOYHSGJcaGuoEuF2+y4hTKRjUbqa7XNOgFAQeFS1cXwfWRTwg7hjKa/L2H7Iet3hnbUGL58vUG46/J/fe8SjqkleVyg3PRquDy4sjhlsNJ3O/CCi/UWpqqYXk5Byi4cVC0mAibRKBDRsn/pWk//rDZeHFZMgjAmnFwSMpxRMN+DhloW9fZ/akXK/zqCXEd+5Ry5OdD9HxUy0L4E+KMNZSKm8dG6MHzzcomJ6WNvkrdd6jvLM9TrWbHfJ/Oe31vnG7U0sN2Aqq/HcdI6pnEa5tbcAehRqxwaNqVzcSv/6UgXT8ylmVDRF6swJqpg+NctjKqvz9lqNpuNRs7xTlW54L2U+Thvte3trvcmN5RqbTYeq5fLte2UeVaxTPQ47EmFxXZfvf//7/MZv/EbX73/yJ3+Sb37zm329xx/90R/x3/63/y2Li4v7/o3jODiO0/m5Xq8fZZknxjAIxmlEAadZK3MQOYK4OPRHqzUuTqa4MJnmk88VB2ZMBEHg/HiarCbTdALKpkdOkwmBMIwIIwGRiNWqxV/dKQNxcWlGlRF3EKtyy0USYwIUhCHffVBhq+mwVrPI6jJhCJtNl3LTASJcP4pnFAmgyRKKJGI6HhAhCSKqLOEHIQ+rFrIoIgjxd2H5sUJu3XJ5Z6OJF4Q4XsB6w6ZiulRaLpEAC4V48q8bhDQsj61WPDRsPKVQatqUGhotZ39RKtsLeLDVYqPhoEpCPJht+2/UtEilFfKgHBceX5hM44chszkDBIGsHrHRdIgiqJpOF5EoZjU+cC7PfMGgrXUzllYP/f6OS6APy3BqisgLszleu1rEUOV991O/z9x+x5ozeY3Vms3ba3UsN2A8rVJIqyxOGIyltbjeqMeR3tOms9RWTZ7MaDw7kyFvbHcLbWf4NpoOD7ZMFgoGN1cb2F7E5WL61KUb3kuZj9NGqeHwxsMqNctlJnd2shxHIiybm5sEQcD09HTX76enp1lbWzv09aurq/yn//Sf+Jf/8l8e+Hef//zn+a3f+q2jLG3gGAbBGHYUoMkiiihQbjoostiZzNt+/0HWyuxHjtpD8soNl1LLBkHg+ZncwI12zlB4djbLTM7gXrlJ2Yydu6pIzBU0okjACeJuHhCQJZjPpyjmNGw/RBbjeyIIAuOGyqOaiR+CoUjMF1LIcqyn0nIDBEFAlUTSmsBaw0aMRGqmR0hEGEaIAph+hCoJRBFYXohIiOUFKJJIRlMgCtlsujTdgPm8gWFIbLUc3lqpo8oC58ZSZHQFURDQRYnzE7HeSgR4flxTUzG9A++l7QVUWx5eEFIwHpOV9nWKooQXhJheXIOxk9AIQpxt2jJdZvO5DpHwgvDYTvi4BLrfDGc/LaSHPXP7HWu+8bDC6g2LsbSKE0RcnYqFs2qWx1srDa7NCxRSaod03Vpvdgz606az1CaeswWdLdNFk+IMZBtxVtChtj1g8+JkqkM0n3bphvcCRkmW41hFt70EnfpZ6J/8yZ9QKBT4uZ/7uQP/7jd/8zf53Oc+1/m5Xq9z7ty54yz1RBgGwRhmFOD6AeWWy9trDfK6giKLjKfjSaJ5QxloVXevKLgzJM/zMWSRyYzGWEoZitHWZJGJtMaF8TTvW8hTsz2iMGKlZlO1XHK6TM3yuT5fQJbgzWUJ0wtJqzLX59L4UYTpBJQaNm88rNCwfRYn0swVDMYMhaUti5bjsdWKj4VkVcR0A+IaXgEvDGgr9EsCSIREkUAQwpQuk1JlNhsOfhSSUkQadojjhR2y6Pghlh9gqBIFQ6Hp+Lh+gK7E91IQBKbzOqYbcGkyxYJvHCpKpSsSmiJi+wHSLk4aRRG2FyBLIkQRjh+i7CKuqiTSsONZS5YbsFw1ubnSOLYTPm4t2KAznLufubY6clvJs2I6TGV13G1RwJQqbk+49shocpxRUyTE7c63dkYhbyjoikSpaXNjuTYSBn0YaBPP+azBRFpjtWYyLT8etaBKIiXHp2p5PDud66gWt/Fe0q15GjFKmkRHIiyTk5NIkrQnm7KxsbEn67IbURTxx3/8x/zSL/0SqnrwRWmahqadbjHPfnhS0owbdZuvvbsJCIynVNwgQBdEVqsWm9strQvjqYFVde+OgiE+dml5PlNplY2mw2w+FUvlZ7SBG+3dHSxZQ6Fp+9zebMVDDm2PuUKKubHYoRbrLg/KTcotl8vFDGOGwlgKsrrEW6t1Prg4zgcvjJHRZARBIGcovLPW4HapCQL4Qaw7IQnQcgIEAUTiGUJRBF4QH0cpsthxbIosoiBuZ3lgLC1jeRFV2yUIYDpnkFIkJrMqd0vxUc75ManLEdQDj5rt8dK58UMzCroisTieZrkaT2jOG0qngLjl+KiySEaVUCQJTRbx/LArUna31X/DMEIVRe5umCdywiepBRvWEerO45+q6fHDR1UkQSDVHj0gxtO9y02b+YJOw4mLltv3qpOJarmdfRCEEZtNh5nc2Rn0YdbOtImn44Wd+TnrDZuCoaLIIk0nHhuhyxJXptKdzq2deK/o1jyNGCVNoiMRFlVVeeWVV/jyl7/Mz//8z3d+/+Uvf5mf/dmfPfC1X/va17h9+za/8iu/cryVJtgXO1N21+Zy1McNHpQtyi0HUYxnx0zlND5+dXJgGY7dUXBalSk3XIztCDStKSxOGLHx2u7YGaTR7hWF236sxWJ7kNXVx59PPKisarqs1KwuKfh75RZpTeb95/Jk9ceOs5BSuTqdYb1uExJxrpDi67c2EQUIoGtic/sx9SPISgKmGyCKItnt8QB1yyOKYDyt4vgRBUNlIqPy7EyWWxtN4gGBCpokslSJa200RaK5rWeyOJnixbmDhx3Ga1b4wPl48ONWy8LxAoIoQhIECoYCQoQsbg8jzOms1+1OpBxFETXbYyar03Q8ZvIG1e3Mw3Gd8EkzJYPOcO4+/rG9gM2mgx9GjKVULk6mUSWR1arJet3h+dksoggZTaFquZ171c5EuUFAzfKYTOtULffMDPqwdZd2Bwft+TnlloNnu9Qtn2dnshQMBU3uvgftVvCa5eIH8bFpgicLo6RJdOQjoc997nP80i/9Eh/84Af58R//cf7wD/+QpaUlPvOZzwDxcc7y8jJ/9md/1vW6P/qjP+LVV1/l2rVrg1l5gg52p+za8y3aE3q9ICQIIlS5t0E9LnZGwT9arVFq2UxmNGbzqSNphwzi85erJlUrnhQ8lzW2iwMff37eULk6nSaMoi4p+KvFHIYi7zG0AOp2JiISBLKGjBf4eGHUiR/bnEXY8f9OEBF5/vZxmIrlB4iCwFbLYb3hMpfXeWYmnhadNxTKLZelLRNJiGXQS02He5tNWnasdzJXMGL9lpVGpwB2PwcuCALX5/Pc32zx/QchURSRNxREUaDp+IQhvLw4Rk5XqNs+siiyWrdIqzKmGxsdQYBCWuNSMcO375WP5YR3R/sff2aSt1Yax8qU7MxwniSLsPscHgE2ll0QBKazKpYX1xhdmEgxndNZrlk8qljM5g0WJ9LcK7U6WYUgimuXVms2swWD6wt5vn2vPBSDftg1n4buUi/i+cJclq2WxlrN4YVZhZ9+cZqbq82ubFrNcnlQtths2mw04gzU60tVri/kn9h6nvciRklA7siE5Rd/8Rcpl8v89m//Nqurq1y7do0vfelLna6f1dVVlpaWul5Tq9X4N//m3/CP//E/HsyqE3ShV8pu54TeIIx4VDWHEuG1o+CLkykQ4qF2xay2Jy08LBa+Z7ro/S3W6jY5vfvhiWs4Qj753FSXFHzekPnqO5v7z9wRBSIEVFFgy/TwgwhZID46IUJEQBQibD8iikCRIKXIhFGEH4UUsxrnxwxubcRFmp94dor5wuNhYufHUtxcqVG3fOYKMJOPI3/Hi9AUiYmMiiQK3N6oc2+zyVhKpeX6+0bSUzmdT79/jvG0yvcfVOIOJwEm0hovnx/jY1cngVjhtq3DEtdqSCyMGx0dFkU6XlS1X7T/4lyWl84Xjp0pOWkWYTepbzo+LddjKqPRcGKRuc2mQyGlkNdlimmNB1sml4pp5go6GU3a43yvzeU7WhSPKtbADfph13yaxZC7gwO3FaKIAleKGS5NpdAUmRfnsl26NbfWW9SsmBTO5Q2uTGW4uxkfyw6jCPlpbCkfBYySgJwQRVF0+J+dLer1Ovl8nlqtRi6XO+vljBwqLZf/+MMVcrrS07m0HJ+67fEz75sb6hn6V94uddLGu432/XKLy8Usn3yuONSNvV/E2X6wPvHMXkN50GsEIaZeD8st/j9/vYLl+NuTi0EWBZTtrITpxh1JhZTMj12cZCan0bB9BKDu+JwrpJjOx3VZOz9jvW5xZ7OFta28+7BiUWm5GIqEKILjBeRTKrM5nUdVi/GUwo9dGEeWJcIwoul4FFLaHgfQLiwtNRxAoJhVu1qR28bd9gJsL0BXJHRF6hj543yfB957Qz22kxrE+67VbP7ixgoLhRSSKFAxXb73YIsogLfXGzRsjyCKmM3r5I14aONmw+WDF8Z530I+bk/3fJbKJilV5m88U+TqdKa/a99n3530mhVJPPXnvr1vlqsWd0tNaqaHG+5tBf/K2xus1W2msjoTmbjwv5BSh2YLTnscyXsRx73Hg/TfySyhpwCjkLIbFRZ+nGLNw14D8B/+egVVFGhF8UMjCUKn4DIiQojio6IgiLg0keb6Qp6tlstq3eKFtMbfvDaDIAh7PmMml8IPYS6v03IDKi0XP5ARBEirCo7ss1F3uL9pYvsBhixtjxPQyBoK4ymVpmPuiaQFQWA8o/Wc09P+94Oc2HGE14YR7Q/qfXefwytSXHS82XTRZJFQl7HdAD8IKTVcsrrMB87nef+5PDXL63xf1+YLPffRIIuE+73m52ezp14MKQgCXhByc6W+7zHU+xfynBs3uDoVH8vulFYYRhHyaY8jeRIwjGzTKIjzJYTlKcCTTBaGtY6jPliHveYTzxb5/765irfewAtCRCHCDyL8MK5fkQSQRIHxtIogRCzXLFRJ5KVz413XvvszbC+g9KaNocq4QUTTjbMyBUPFDUIqLY+W4yMQEW1L2puOT0OSyOgya9sy6W+v1XjpfGGgGbSjfJ/Dan0c1PvuJvVpVcQLYqM+n9eo2wJzeZ25vIEowoNy3Lb8kcvjlJsevbJUve7XIAx6v9d8cTJ16sWQfZGplTqSKDCTN5DE4XYMjZJGyKhgmNmms+6aTQjLU4InmSwMA8d5sPZ7zUbd5l6pRVqVEARwvIiIXUW3AqQ1iStTWcYzGj92cYL5grHn2nd/Rnsisu0FeEGA7YVktPhzapaH4wfoikjD8REEAVmMyBsqbhhSt30WxwzWGw5LWya2N/hpub2+z7wRa9ys1ezO99urjiqKos6wRFEQcPzgyE5qUC2Ve7raNBlJFEhrEss1m0JKZTZvoEgiVcslqyssV23+zQ9WkCWhb6M/CIPe7zXr2yKHp5lZ7YdMrdVtIDoVIjVKGiGjgKc925QQlqcITzJZGCZOkh7daQDOjad442Et1l4hJirtDiEvBCESkER4ey0ujn1x7vCsViGlMFcweGu5hq5ISIKA7YXIYkjLiSN7VRKJwrh4UZYlJFFAFSUatocT6KRUia3tepRhYOf3Gd+PzT3R28KY0RXttxWPt1qx+mkYxkXEdctjJt+/wRxkS2VXV9tanZbrM5PT8MNYat72A/wwIqer1C2XiuWhKyIzOeNYRv+4+67fa9YV6dQzq/2QKVkUKBgaGw27byJ13Hs1ShohZ4Wd9WjfvVehajpcnMw8ldmmhLA8ZRg1snDWOEl6dGe6OafJvL3WIIwiVGlbKI6YsEgCKLKApoj4ATiuz//zbokX5/I8M5M98DNKDYea6XFvs8WW6dB0fIIgoGK61G2fnC6TUkVCBAgj0oaEJMYjGCwvwg9CWq5PRpP3NdqDwkHRW6lhk9FkNho2BV/lrZVY8TivK6iazHLNQhBFXn9Y6QwW7AeDrs/q6mqLYv2VyayK6cbt/7IocHezxWYrYiqrkTfU7UzM0Yz+SfbdUa5ZEIRTzaz2RaZkkesLed54WO2LSG3UbW48qnG71MB0A1KqxJVitq/251HSCGnjNLuVdgshvrPeYC6vM572KKQe+4GnJduUEJYET207YD/p0YN0TdrpZk2W+Na9LR5VLQxNIq1KVC0PN4i2pdxjSXwvCKlaLgsTeR5uWdx4VOvqJDlofS+dH2O9bvPde2XuN+IR7kEYEYURfhiRVSXcIEIUASLc7X/bMl3Smsy5sdRQCUs/tQITaY2sLvO9B1vYfshcXscPIkoth7G0xrW5LBXTO1KUN4z6LEEQuDCZ5vnZPHdKDYpoHQmApu1TbroQRUxmdNKa1PW6foz+SdPyR73m08ys9kumrk5nKKSUvgZP/vs3Vri10SAM23nLiLulFvc2W/ztD8wdeK9GoeFgJ06zW2n3PlMkkbubTbZa8YiUa/O5LtLyNGSbEsLyHsfT2g7Yj4P9q9ubZDWZO5vNnpGd44c4fkC15VN3fGRBwPbj4YFeGOuuADGREEKCKKLlBjheyJihsNmyO45tNynMG/Ke9RmKxKOKScPxqZsegRQiCGC7PkEUkdFk5vMpHD+kZnmMpRTOj6WQJJHnZnJDNcr91ArU7Xg445vLdYIItkwXWRS7hAQVSdrX4e9HnIdRn7UfKahZLhsNm7mC0aWU3MZhRn9QRaBHvebTyqwehUwdRqSiKOIbtzZ542EFQ5XIp1RUScQNQmqWyxsPK4ynVX7+5fl979WoNBzA6daP9NpncfAkY8giNcfvzLtqX/tZZJsGjYSwvIfxNBdoHeZgdUXkP7+1hrqdUu4V2WlyPAdovW4xbsRkoOX6BNHj2hUB8IKQMARRFDFtn62mw+WpLJIo4PhhT1KYNxQeVUzmC6mO7slSxSQMYTylEESxgZEEgSAKCQOBKBQQhIi0KjGV1bgyFUvHF07BKPdbK6AqIhcn0xRSKmEUoUjbE8O3Hf9+Dv8w4jyMLEIXKaiYLG3F4opjKYUrxXSXUnIbhxn9QRaBjkpN2k5E29/pC3O5jg7LQWTqICJVabn8YKmCJIld90sXJTQ51h36wVKFTzxb3Lc9H0aj4eC0u5V67bO0JnWGU+6cd5XR5TPJNg0DCWF5j+Jpbwc8yMFGRNzdMLm/ZXJpMk0x2zuy+7mX5phM63zXqnB53EAWBbwwgrAznxCEePihG4EYhlQsl42mw2RWI63FRaZvPKzuIYW3N1rc3WwymdZJa/FAxXLTxQlCEEUuT6bZMuPXOF5Iw3HZqLuYbsDFSYPi9vvvVj4d9gC8w2oFspqMKovIokBa22sYezn8fonzMLIIUzmdF6OIph2LrKlyPHTyzZUGKVWikHrsKPsx+oMuAh2lmrTdpFLZLq69NJVivpA68n4rNVzKLYfZvNGT3E2kVVZrFqWGeyBhgbMnd6fdrbSfunl7OGXFcglDsP0AweHUs03DQkJY3qN42tsBD3KwTdvn3VIDRRSYyemdh75XZHd9Ic83bpdYqtroqoQoiHhR2OlpDnfoRAvEDuncmMFqzUGRJG48qvYkhRcnU7y7Xud2qcGH0uN4YYjp+tieT0qRCUK2j44U5IyA66tkdYerUxn+3y8vkNKULqN8qgPwDqgVWJxIcW+z/5qCsyDOO4ld3fJ4falC3fZY2K4DKhg237lX5ivvbPLhS2NMZY2+jxhGsQh0ENiPVK43LGw/6GlHDkcE29nKXhC2/6Rr0ugBOEtyd9rdSvvts3iOXI531pqs1CxKzXj+1WnLWwwL7xnC8rQWlh4XT3s74EEOtmq6bDYcFsfTGLuuf3dkd3U6zSuLY3zl3RLB9qygcLtDaNveAqBLsXCcKAi4fsTCmIEiCbz+sMoHF8c6xz5tXRJZFDg3luLBlsnzszkUUUQAXD8ko0Kp6YAg8HDL7AzbU0QRP4pIaUpXa/BZDcDrVSsgiuKRagpOmzh3ETs/5N5mCy8I+eDieMfwzxUMPv7MFN97sMU7a01cP0KV+ztiGLUi0EFgWKSymNWYyGhsNh3OjUk70pZAFLHZdJjIaBSzB2dXRgGnTVQP2mc5XWEyGz9nH7ow3jVy40nHe4KwPK2FpSfBKESCwyaRC2MGd0pNbq7WWRxPYagythewUrVRJYHxjNptJLfRjuzKLYfldyzqto8kCLiuD1HcwiwJ4EfgBxGKJGwfF0EQhkznNK4v5Gk6Pt+6WyaI2KNLIksiqiQQhBF3N5tcnswwnta4vdGk6ZjYXkhWl9G2py1XTJcgCFmv2V1aJlEUcWO5xlrNYiavEwGieDoD8ParFThKTcFpEufdxM4PI2w/Vi5+a6W7q2IsrfLjlyZYb9h87MokUzm9r/05SkWgg8KwSOVYWuWVxTH+y482WKtbjKU0FDkemVAxHfwQXlkceyIyvKdNVA/bZ4WUyocvTTx1/u2pJyxPc2HpSXAWkeDuVPzDislK1Ro4idxJUE3Xp9RwKDUcJrMqE2mNa/PxnB/L9SFSe0Z2KVXm7bU6QRgxXzCYSCvUTIflmo0ggCRLpBQRP4g7ebwQ0qpIIaUyVzDIGQpxgQusVi02m+5jXRJdwQ1CSk0HWRSYyhjbSrYRju+z2fIw5JjQbDRdFFEgq8sYqoQqyzysmJ126VvrTb7y9ga2H7Jcs5BFkYm01unKGXSGot9agX7/7rSIc68sQcV0kUQoZnQ2W+6ergpDlZElkXxKPdK9G4Ui0EFiWKRSEAQ+emWSrZbLO+tNKpaHIEREkYAoSrx8PsNHr0w+EeTuLIjq07bP+sFTTVie9sLSk+C0H7CdJKLccniwaaLIEtfnsywUUgMjkbsJ6lRWZ3EinrJrqDKvXpzgylSaMIoOiOwiprIqfhB2FCMNVWQ2b5BWm7hBgKbEhMILBIIgrmkJwggviPjRaoOmEzKZUZjIaNwuNVB2d0IIIooImqEyV9BYGEtheyHvXyjwg6UaXhjgBhGW75LaTukWszqXiylWqhZV08MLQr72bom1us3ieApNkfD8kNWaSd3yuL6QI6MpZ3a0109NwWkR515ZAkUSkUURP4j2dFXAycjSWReBDhLDJJVTOZ1Pv3+OC8s1bm/skBeYynB9/nDhuFHCWRCIp2mf9YOnmrA87YWlJ8VpPWA7SUQxo7FecwiBMAy4s2GSUmXyhnpiErkfQc1oCs/P5rhfbvGoYnF1OnNgZPfcTAZJhOlc3L1QNV3++mGNWxtNNFUEN8JyfBRDQZEEnBAkCRRZZCytktFkVqot7pQiXpzL8u6ah+uHuH7YIUZVyyWjq1wupliuWrTcAIj40MUJHD/C9AKajk8Uhbh+FMuwz+XI6nE79HrN4q3VBltNh6nteyUKApoiMS3rrDdsHpQtLhWFgR7tDfp49bSIc68swc420GJaoxGEeGFM7AZBlkapw+cgHHY0O2xSOZXT+Ymsxsvnx554p3sWBGLU9tnu/SRG/RVN94OnmrA87YWlg8CwH7DdJKLlBFS2iYsuix3Hen1BOTGJPApBPSiym87pfPteGV2ReLjV4hu3y6zVbRr/f/b+PEay7DrvRX9nPifmnLMyqyqrqruqh6pusdlNkVSTalLyoy4tXcsyfCVYDzJgi7AEQgYIwhZI2H+IkgACliETD7itS+LZFiT5AcS1YD9Z0jNFW2SLg0VxaKqr5+qaK+eMjPHMw35/nIzonDMix4is+ABBrOyIE/vss89e317rW2t5EQoSQkCUCKpOBAhiAToSUSLSUI4q40USEgmWqnJhNEcUCypuQOSHG4qp5QyNt5fqNPyYsyULISBvaYwXDCDVuERJWudFVWSWGi63V2zqXsjbiw0yukoQJTS9iHPDaU0XJImSpbPS9FBluDZd2taYdKshOqrw6nEQ5+28BOvTQFvdtWVJwvajvtWbdItOCOhxkMr9Gt2j1sHt5/q9RiCOE9utp5J6eD3OTjVh6QVhaT/gKF+wzSQiTBKiOEE3tbZhLdt+6opf64ezXxLZLUHd6WRXdUJ0RWax7vLNd8qp/iWrE0YxlTDCjRJiAbJIkEmJhBCCKEqoOiEVO2B6OMNYzsANIyxdYaJgADnCONlQTM32I2QkkiT1osgSDGd1Fuoe47nUc5IIQdn2WWl6vHyvRs5QGLI0crpGwVJZbHisNsP2PemKTCwESw2fS6M5rk7lt2y6yw2/K0/JUYdXj5o47+QlKFo616bz/M2dGF2RqDg+hqqcah1AC90Q0F7USxx1MsUgWaM77LSebi9UD+03TjVhOY0phv2GzSRCk2XUtSJtpqygKRJ2M2Sl6a99Q+ybRO6HoG4ma0IIhBBYmsJfvrlIuekxUTBR5TRd2Q0TJES782EoICEV3hYzKpNFg+G8wVNTBQQS9ys2QxmD5Ya/ZujVDb+11PA4N5Sl5gbtcc8MZ2i4EUtNn6KpIYQgjuHV2ToSgudmhtEUGV2zkSSJC8NZwEYAThjT8EKSRDBZMLk6XeC1ucaGTTdnqJSbAQLRsafkOMKrR0mcd/MSVJyQ52ZKvOfcEAVL6+uQRKfYDwHtJb3EUSdTDJI1usNu6+n8cPbQfudUE5bTmGLYb9hMIrKG0vYgRHHCfM1j1QmAGhldIUrgg5eG90UiD0pQ15+oHlRcbpcdbD8kb2poiowfxSRCkKzVjQvXQrMiSTs2O36MHcSsNgOcICUxhqrw1HTaufb2SpOckaYpJ4mg6YeUsgbvvzTEa3ON9rhbpfbvrjqUm2lvm6GMRlZXeGxyqN2bqDWPRs7gTMHCDiKunimgKRLzNY9zQxb3yg51L2yvfTeM+PbNVRw/5IUr421it5en5DSEV3vRS3BS2C8B7YVwx1F7+wbJGt1jt/W0Y2XAfeBUExYYbFInje1IxMxwhsWay6tzNZwgYbpkMpzVKNshcZxQbgYsN/yun81BCOrmE9XFUZkbiw1ur8TM1zxMVSaIBSoCZ5OGTACxgLoXsVhz18hNRN2L2p1royThK68t8MpsHT+K18IOWT50ucDEWmny9ePOmxqPjGZRZYmLY1muninw+nyNiXW6gvWemLyhpuG2JMEJEs4UTUCi7m3cdEFClUFRZO5VnA0n5N0M1WkJr/aSl+Ak0c8E9Ki9fYNkje6x03qquQFvzTYO7XdOPWGBwSZ1ktiOROTW+s2EsWjXF/EjwfnhDOeHMlTdYN8nmPGCyQtXRvnO7VXuV1ySRFCytF0J6k6dT88ULRQJZqsuWUMBkdAMtle8i7X/m695aKrC7RWHS+M5rk0X2nqRrKHyY4+MIK/pUpp+xKuzdUZzxo7E+qnpEtemC2iKzM3l5gbCsN4Ts1B1afoRXphweTzP2SGL79wub9l0wzjtKj2S1bek8cLOhmo98ZzRMjhBmlGjyTIZXe6J8GqnAsle8BIcBboRiPYzAT1qstXN9Xeb84epuvp266nmBlx/UGe17hza7/QVYREHSI86rZtUP2CzMa66AVU34kcvDHNu2MLSVTR5TYgqSeiqvO8TzFLd47W5BlUnIBEJsiRRtHSuTuV39Njs2Pk0Z1D3QkZyBnMVh7oXsdcW6MewWPfI6govXB5lLG/wtTdTz83FkY1hqrGcaLuXP5LT0RSZJ87kuTia9rRZX1JbCLFtuKuU0SmYKqoscbaU4aOPjzGU1Vms+9tuuq3aIxIQrUvjbWEnQ9UinreWm/zPN5dIklavaoEsS1yeyJ9oePVhF0h2e//9rO87arLV6fXrbsjrc9vPOfBQrcfN6wkJ7pZd7CBkbI/Gld2grwjLX729wvsfM478gT9MzPi4sN7Ldb/igJC4PJFDlbduKvs9IW0O60wUrHaDtpfejncUyu3V+TSKYxp+RNzhcBIBN5aavDpb55wb7elefnOhRtMPqbnhls1tfbhmt3DXmZLFh6+Mtrva7rTptmqP3C03yRoa2rr578RQSRIIJIREu3aNQDrMMHXX6GeB5GHsNfu5/37W9+2HbHUzz51cfyRr8PL9CnU33DLnt1eaCEFXovZ+x+b1lDVUlpselqawXLcP7Xf6irDcXmngsnykD/xhP6kdJdZ7uUoZDT9MUI2thGU/J6SDCOX26nzq3AzxY4EiQ7IHaVFkKJoaUZJwfa7Gq3M1Gl7EE2cKiG1Mux8mvD7fwAsFj4xlDy21dKdNV0Li/LDJzeUmcZIAgjgRexqq1vwmQvB3nhhLQ0JrKdoZXeZu2TkRIWIvCyT3MpKHsdcc5P77Vd/XLdnqdp73un7B0pAkqLvhljmf0TP8jzeWkRD85OPjyGsHgl5Yj0eN9evpjYU6K02fsazJRP7w1lFfEZbzw1mWD6Bv2Av9fFLrJxyFO7oV1hnLG9hBvLHeyR5Cub06nyqKjC5LxGvNCnfjLBKgq2l6cc0JubtqU3NCKk7AdCnT7vHTutd3lhtrLQAyHWXsdKrH2iuN973nSwxldBp+RNkJ9jRUFTvgxlIDU5NxgmStjsy728dJCRF7VSC5l5E8rL3moPffr/q+TsnWfud5t+vvpA8DcIKERAgkIXCChJy5sYTCaRfsttbTxdEMCMFQRicjBYd2/b4iLN088G5drb18UjttOAp3tB8lrNoBizU/rSibJBsaAW7XU2f9Gjk7ZLHc8LYdj6pKkFZf2dPLkjVUkGTurjjoisJ0ySSOBU4QM1e12z1+ipZO04+4u+owM5zdIHxtzdFBU0v32tTHOjRUS3WPb7y9wg/vVchZKrqSpqaP5gwyuoKmyJiaTGAnh5JV0s27260A8zjCvXsZyReujPLaXONQ9prDEKD2q75vL7J10D19p+vvpA+DVNQuSQKEtEUfBr2dfXVYkCSJC6NZnjhT5OZyg8zhSVj6i7BAZw98P67WXj2pnVYctju67obcWbFJRBo31lRtQyPAR8YzG8JM262RnKEykk2Ftq3xXBrNocsSuiZT92A33bcmw2hOR5IkwkikXZZ1jaIVYagKSIKK43N72eHRCYlbK000RebR8ey2KpDD2Nz22tRba7llyL0wxgvjtug3iGJeenuF+ZpLzlDJGxp+FPPyvSpRnDCW1zFUBUOVGcoa6MrBjH+37243AszjCPd2YiS/c3uVqhMcyl7Tz9k+h4HdyNZh7OnbXX+3OdcUGSEkJMQGfVgLp/15tLD+UHpvpXxo1+07wrLXA9+vC7Cf6xL0Kw7LHS2E4P6qg67KJEKgqzKS9G4jwIW6y/XZmJ+6OkEpo+24Rlrx6fdfHGlXPBVCMFt1GM3qLNa91MsipXVXNqNoaViaShDHTA2ZNIOIRhCRtzSujOdYsQMWqi43lxvkLZXLYwVMVUn7DDnBhkwpOLzNba8TdMuQv7lQ496qQ3OtTcL5YWstdROuTRWIEsHdFZumF5EkCX6cMF/10RRYsQNGsjqXRjN86PL+Qqf7eXc7DS+2iFe3+0K3HplOjOT9iksiEiYK1rbX6Gav6edsn6PGUXnfdpvzjJ72o5Kk9H+vx8P2PFqH0u/wkIaEhBAs7/LAj0J42cLDwoyPG4fhjq46IXM1l6tTRW4t2+2S9vpaC4AwATmJOTeUAdhzjTyouHx0IockSSzUPGpuiKUpmJqMFyTIsoQkBPFaxVsAGTA0mfG8kZIUQ6XiBMxVPS6OZTlTNJkqWVwYyXJv1eYjV8YpWgo3Vxq8dGOZoqmhqTLDWZ2Z4QxFS9tzczvMDJMHFYflhk8UC4YzGnYQ8c6Szartc6ZoUfcizg9neH2uzortU7I0vCDCCRJGczpnSxa6KvPXtyuEieCjj413RVr2++52El68OpXfVwhmPx6ZToxkkghkSdrXXrPdM+/XbJ+jxlF53/Zac49N5BAC7q46D/3zGC+Y/PiV0UO7Xl8RlnurNpNjIzs+8IO4ADs5qVwayyGEYKHm9Y04rddwFBqClpE4W8qQ0RXurjqs2gENL0RVZM6VMqgqFKy0seFsxSFrqFTdcEMjwu3WiKHK+GFC3Y8YzRrU5YBgrQZJvJbnLJEWgtMUhaGsTjOIuF9xqLsxY3komirX5+rMDGfQFJnRnIEkwV/dKAMSwxmdII4xJZn5qstKw2csb3B2OLPjWj/MDJOq46cdqIVgopC+OwVT486qQ5QkBFHC3VWHS6NZipa2VkzPww1iFFliKKNzbjiDKkvYQcRizeta73WQd3ev8KKmyF1fe7+e2k6MZMnSKFo6iw23K6/Ibs+8F7N9Tro8xFF63/Zac0DPPY+TwmE+874iLBdH87z/ys7u5oOEdfZizbIkUXNC/uz6/CDdeZ84Kg3BeiNRyugULQ3bj9uVWEHQ8COMtYJ0r83XkSRIhNggzC1a+pY1UspojBdMvChBkyWmhzLYQarzcIOYIBZkdQVVgaGMhu1HrDYDqm7I2ZLF09NFNFVmoe5Rd0OKlsaPnC1xv+JQcwOuTRWoD1vcLbuUbR9ZhooTMF4weOHy6LbzctgZJjlD4+6qS9FcZ1AkiaGMxmLdQ5ElVtdCPpoqMT1k0fQjCqaKJMPMSAZLV0mEIPYFxYzWtd7roCHZ3cKLCzWv69DAfj21nRrJq1N5Xno77tgr0skz/+jjYz2T7dML5SGO0vsGe4e0+zH7qtfRV4Tlx6+MUtxlsR80rLMTax7NGZSbAWXb7/t055M69Rxlyvh2RqKVdSNEWk22dZL67u0KFSdgIm+QM/UNwtynzhZQZXnDGpEkifdfHOZP/naW2YqLrqmUTBVHlVEkiSCKkRXIGhrnh0xMXWMoa1DKqEwU0jCJpsoUDZXbZQdZljg7ZPE3d1bbJ/603ssayYrT+iZxLNDVrQb2MLPZWiQhq6tEcYJuaq0fwYvS5o2KLNHwA/KkxEOVU4+TLEkkkmA4a2CtEYEwSjOzcoZG1Q260nvt9O4KIbD9mJobpGPcRdS7U3ix233hIN6eTjPguhGdd/zM16ocnzR6qTzEUXjfNn+mG8HuAAdDXxGWvTbgwxCgbWbNuiLx8r0qK02/79OdT+rUc9Qp492cpMI45sp4noWGRx7awtzFhsedFYe8pfLopjVyZTLPT187w3/6zj0W6i6tEmy6KqEqqdBXCIEfgRsG/Mi5IlNFk4oTUbZ9Ij9ElWUeGcutXVfatrJubs2YxongQdXZ1uAfZjZby5AniUBd0/vEoWC56dPwQvwwwQtjqoAbJPyIUmTI0rm53MAOI/K6lpbdliQQgqobcKaYQZHpWu+13btbdYINHasnCyYv36/y1HSxq/VatFSKps6N5TqXRnPkDHVD6uvmfeEwvD2dkJFORef9lMHYi+UhDtP7NsDJYl8K0hdffJGLFy9imibPPvss3/jGN3b9vO/7/Kt/9a+YmZnBMAweeeQR/sN/+A/7GvBuaBmuoqVzp2xj+xFxIrD9iDtlu2PBU4sZTxbTDWKu5na0WfQyWqeem8sNCqbG2VKGgqlxc7nB199aZqnudXU9IQQVO2Ch5lGxg137PHWz4e4XLSPxyFieuhfyoOpQ90IeGcvzkStj6KrCbNVhomAxM5Ihq6ksNX28MCYRYGkKN5Ya6Iq8ZY1IksTlyTw5Q8FZK6HvBCFuEJEISOmGhEDgRTGaJFGwNJ46W+B9F4Z5bmaY910Y5r0zJQxVpur4VJoBt5dtGl6IYOPc7eYJ7MSYBnFn9VBaJKHphwxndBZrHndXbCprheQkCcbzBoosocoyVSdAUyUMVSanp00rTU3GD2MWG17qZRo2WW74TJcyXWVCbH5356ourzxIs5ZsP2SqZPHYZI5by82u1mu67ld4UHW4veLw319b4Lt3VlltBth+xO2VJqoiM17QqTohQogNHpnt0IkAf7xg8tHHx/iZp6f46aem+Jmnp/jo49uXyG/tNUNZfdu96TCf+VFjt3cdKSUubyzUubNiH6g3XLfYaZ4P41kPcHzo2sPy5S9/mU996lO8+OKLPP/883zxi1/k4x//OK+//jrnz5/f9js///M/z+LiIv/+3/97Hn30UZaWloii6MCD3w6HXd/jNKQ7H/app1tPzV5zaKgyVTdIewxBR2Gq7UJbnZ6ksoba7nLcEucqUvrZ5y4Mb7mH1+dq/NcfPCBIBOMFEz+M8aI0bOJHqbZDVSQqTkgQxfzgfoUVO+D9l4bbVW0B5msOr8/XeWOuxu2yg+1HTBQMHh3P8+RUaqz38gS2Nlg3jABpY0VfpK432LND1loXaH+tKWXISFbH9kM0Ja3FcqZkUbQ0zg1ned+FYRpexPUHVb75zgo3lpqUMjqTeYuJok7FCfedCdF6d68/qPG1t5ZYqHuM5w1Gc2ZbY9QK8XWyXteHJqZLFqM5nXeWbO6t2szVPM4PW2iKjJHAd26voitVpksZrk7lDyVV+LBCAv2UwbjTu15zA+6WXZabHitNH4TgiTPFE9cADtLC+wtdE5bf/d3f5Zd/+Zf5xCc+AcAXvvAFvvKVr/B7v/d7fP7zn9/y+f/+3/87L730Erdu3WJ4eBiACxcuHGzUe+Awy03302axEw7Tpbyf+PRuc1h1At5ebDBX80BI7Q1kt41sL8LUiY5hszg3jBKiJGG6tLE2RpIkfOW1BZaaAaM5ndGcTt2LaLgRNTeg4Uc4Ycz0UGr8MprMkh3yxnwNTZH5yGOjSFLqVXnprRVqbsiZosGViRz3Ky4rdkj97io1N+RHzhXxwmRXg1/KaOQMlW/fXEWV0hYAkiQxmtO5Mp6j6oYdbbDr59AJIqpORN2L0BQJO0gLx43mdKaHMu3sppobtgnM5YkcT50tcX22xkrTR5XTasAHzYQYL5g8c17ineUmlydyFC29Tcag8/W6HUnPGirvu6jzxJl8mh1lh1wYyzKxzTreT6rwUenD+smobveu19yA6w/q2EFaHmAsazKU0XtCA9ip5qjXw/0PC7oiLEEQ8P3vf5/PfOYzG/7+sY99jG9/+9vbfudP/uRPeO655/g3/+bf8Id/+Idks1n+3t/7e/zWb/0WlrV94STf9/F9v/3ver3ezTCBwzvd9NNmsRMOy0u0X0/NTnNYdQKuz9Z4UHF5ZCzH5YkcfpjsupHtV9C37RhSG4sQgpWmz9Xp4pbneLfscHPZZjyvc3fVxQsiogQsXabmplqNIBKU7ZCsLsiZKmEUU/Yi/tetFUxNYmYky6tzdWpeyHhB5/xwFiQJU1NZqnvM1V3eWWpiagoffXx8V43GcsOn3AxYtX0aXoS8lu10c7nBD+9V+dCjo3tusJvncDxvtuu+jOZ0Hp3IM5LT0WWlXcguTsSGNSJJElcm81yeyB26kQ5igapITBYsFHl/FYB3IuktrZAiw6oT8L7c8LY9nBZq75bQ78RTe5T6sH4yqpvfMyS4W3axg5DxnMGSHTBZMBnLG4xh9IQGsF+bQB41TjotfTt0RVhWVlaI45iJiYkNf5+YmGBhYWHb79y6dYtvfvObmKbJf/kv/4WVlRU++clPsrq6uqOO5fOf/zyf+9znuhnakaGfNoudcFheov16arabQ0OVeXuxwYOKy9mhVJ+gyjKqIXNBz3K7bPPXt8q878Iwpqa0icR+Q1ubx2BqMou1gIWGR9UJyBsqZ4cyLDd8xgtm+2W9U7ZpeiEjwxaOHxPGgryp0vQj/DjVO4Rxgu3FOH6MpkqcKVhk9ICVps9r8w3maz6yJDFeMJkqmKlItTXu0SxDWZ2qHTCS03nmXInh3PbNN1qEseFHDFlaGhZKQJZlsrpEww25udykYgeM7WAAdiKdpYzO9JCFHcQ4Qcyj1kY9xU5r5CgyIQ5jva4n6QLRzsBKS6cLml6MpStEyUYdxfp1/Mz5UkepwseRFdMvRnXze5Y1VJabHpamsGQHZDWVmeFMew57RTDcr00gjwq9kJa+HfaVJbSdK3SnB5skCZIk8Z/+03+iWCwCaVjpH/7Df8j/+X/+n9t6WT772c/y6U9/uv3ver3OuXPn9jPUQ0G/bBY74bC8RAfx1Gyew6obMFfzeGQsx2OTuQ1aj7oXstIIeOVBjburNiVLZ6qY6ijemK8xlNk+vbCTzrQfeWyMb72zwl+9vdw2/I9PFBgvGJRtn6+/tcy16QILNZ/ZqsN8zWWlmabURklCGAvKdoDjRwRRTJJIaYZQHKMqMgVDw9RVNEVCCPjgxRGaQcxCzcHU0hTnzeMumBp+mM5ZsF3Nf9bSs1ds3pirpSJnBO+ZLuHFgqYXUlkTjL612OD//Y1b/G/XzvDU2a2emp1IZ9ZQGM2Z2OUm5WaA7ccbUsPXr5GjPnkdxnptkZ6lhstyI0yztdYaYhqqQsXxKWV1NGUr6Vm/jvciZJ14Ha/P1nhGlgjWCO5+56tfjOr6d/2NhTorTZ+xrMlkwWRmOENp3fvbSxrAQRpyil5KS9+MrgjL6OgoiqJs8aYsLS1t8bq0cObMGaanp9tkBeCJJ55ACMGDBw+4fPnylu8YhoFhHGKLx0NAv2wW2+GwvESHUeemNYf3Kw4IicsTqWelhVa8u+EHaLLEWM4kiBL+4vUFqm6amXO2lGUkr+9r8xvLGxRMjQujabl8XXk37CGE4PpsjTfm65wpmUzkTUazOreWmry12MALE9wwJkoEMoI4FgSRQFMgaM3JWopv0w8ZzhqcH8nghjH3yjZIgjBKMDYRviBOAEFGV7adu9Zp542FOt+9u0rTjxjJ6uTNtFbKSiPAiyJyhkYiwA1iXp2rUbaDLZvLTqRTQmJmxKLqBMzVXGpugKVvXSPLDf/IT16HsV5bWp//8cYSliYxlDHaDTEX6i73Vl1G8qk+ZjO60aXt5XU0NZmvvbnEO0sNVEU+8Hz1i1FtvesXRzMgBEMZfVuvXz9oAB8m9GJa+np0tUp0XefZZ5/lq1/96oa/f/WrX+XHfuzHtv3O888/z9zcHM1ms/23t99+G1mWOXv27D6GfHLoJAWxV7FX2m8nm2fr5LvU8LakJLZOvnuls7bm8NxQ+rmWZwFAINrx7iFLJ2Oo+GHMreW0C3NrsSqKYGHNiFeddxtrdbL5tfoOXRjJMpw1yJnqhufohTFzVYdMO1VU8L4LwxRNjYoT4IcxqpxmCEUi7SUUxSkR8MKYKE5YtX38WHCmaIBIK+CWshpJIliouzS9EDeMEWv1W2pugCxLW+q/wMZ09KGMRnGNoDW8iLtlm3urDl4UUTQ1okQgSZAgmCwY1NyAV2frG57VbmmcRUvn8kSWyYKJF8Vb1ghwqKnxu+Ew1qsQIJF6fwWAYG0uJFQFVuoBIkk2faezddzCbl7HmhtwY9Fmoe5hqsqRzlcvQpIkLoxmeeJMETvYmhXa7VwPcPQ4jhIUB0HXIaFPf/rT/NIv/RLPPfccH/zgB/nSl77EvXv3+NVf/VUgDefMzs7yB3/wBwD84i/+Ir/1W7/FP/kn/4TPfe5zrKys8C//5b/kn/7Tf7qj6HaAo8FBvUSHqefZzu1v+zFlO21cWPMjJvMmy00fO4zWhKEx7yw1qbkR50oWS3ZaWKxopZtdJ6GC3QyM7ccs1wNqXsj371bQVRlVSRsSnila3Co38cKEhptWTlHXRLtJAmGSiojnqjaaqmJqCrYf8717FbK6gqkqBErM24s2t5ZtClbqAZBlCU2WeM/5IZ46W9wS/lh/2mGtLsr9VYeMrtDwY2w/YjijsdjwWWn6KLKEH8a8s2hzbiSzJUS2V7jFCxM++vg4z5wrbQhhAHztzeVjPXkdZL1WnRA7iPjRiyMsN1Oh8v1mSnpkKSWRczWPP391kWdnSoznra7WcSssVnNColjghqmHq/3f18h3y61etHQUWeqZk+px4TRoAB8m9HoZj64Jyy/8wi9QLpf5zd/8Tebn57l27Rp//ud/zszMDADz8/Pcu3ev/flcLsdXv/pV/vk//+c899xzjIyM8PM///P89m//9uHdxQAd46Au5cPS82y3kXlhjBNE+KFEztAYzRm8vdRo97jRVYWCpWGoCktNH0tTKDcClhs+dhB1tPmt9zBkdGVDz6GVpsedVRtBmu2TNzSCOOHeqsNCw2c8q3Ov4oEEmpy6JwUSkSSIBcQJrDoRl8d1Lo3lKVk6QRTz+nwdIeCJyTzPzKjcKztU3ZCKHVDK6PxvVyf5+FOTaIq8obHmdqedxybyaUfqhk/WkKl7IU4Q0fRiZDntjeRFCa8v1Kk4ASMFfUt9m70MyFPTxS3C34odHGm11Z10Mftdr+sbYlqaTLnps9TwCaOIvKVhaTrD2TT76Qd3q1wYDRnO6h2t4/WCRD+Kub+aZpL96IUSpUw6b7Yfs9L0QJLIGgpBHNP0aYcfe0Vsehzodw3gw4ReL+OxL9HtJz/5ST75yU9u+99+//d/f8vfHn/88S1hpAH6F4el51m/kT2opKmkdS9iumhydSoPkrShx00YJeRNjSsTecrNIC1CZftUHLPjIlQtD8MP71cQIk1tjeIERZYoN31qbsijY2lX4lYBWl2RcIOIihcTJSBLEMeQOkXfDbcIAU4QoUgympJmD1XdAEOR8ZMES1d5/9lhmudj6m6IEFDzQgqWyquzdeZq7gZdyHhB33LaKWV0PvToCN98p8xizaHmBEiApStYukpWVxnK6jhBxPfvVShaGlkt/dt67cQGA9L0iRLBaM7gqekiY/mt+rGjPHkdRUZCa+NdrHvcXGpyd9VBV2Um81mitecuAS9cKVH3Is6WMu1ePN2khJtaqoP6m9tlvvbWCh+4NMR43qLmBjyoOGiygiJJ1L3KhkabOUPrGbHpcaCfNYAPE3q9jEdf9RIaoHdwWOK/8YLJ1TWRat2LKBhph+CipTOaM9o9bkxJbveqmSqZTJVMlhsGFSfk716b5MJotqPNT5IkJosG89ddVp2Q6ZJJPqOzanvcXLYBQRAnNL2IlbUquF6Y4PgRNTckISUmLaxX8qQRIon5mk+Q1Dg3lGUkZ5IIyBkqq06AHaSkK79GwuSqw/94Y4mpIZNLIzmmixZ+lNaiuVuW2/181p92zg1n+fg1jb+5vcJcPS24N5Q1yBoqhbXr+mGME0aYmsJUyURTlC0q/4/mDW4sNrn+oMaK7VFxfL5zu8yDiruFLBz05LWTB+WoMhJKGY2posVfvL6AG0YokkTWUpEVGV0IFClNB191Qh4Zy9LworZHZyfsJEicKlm8cGWc791d5a2FJkEk1qoeJ1iWstblWt7QaPOR8cxDJzbtF8Hww4xeD+ENCMsAJ4qlusdLb69QcwPODWUYzxu8fK/K6/N1xvI6lqqy3PTRZMiZOjMjVtq3R6Q9op6YLHRMViA1Ogs1n6mhDJNFwepaVsxy3SMRAkWGe6sODyouBUtlOGugKRL3haB1GE5lm1vJigA0ReJM0aCUMRjJ6Tw6nqHuBmR0lYobEMbvnqirTsB3bq9yc7mJLEm4QcJwNs1+ujCS5dZyg5oT4YYxl0azqUB4reJr0dIoWAZjOQNTVVAUmZKlocoSC3WPhhcxnElbBjT9mLNDxhbtxHLD54f3q9TcgMmCtS1ZGFs7FXthTNHUWag7XBzNdXXy2smD0mpIuZ0uZkbL8MZCg2+8vdKR52MzJEni3HCGIErwwoQgSsjoCmGUpBVXdZXJosGqnf52J714dhMkDmV1PnhphMWGx/OPjPDWQpOluosAdFVGkqR2o82Fusv12ZifujoxEJsO0HPo5RDegLCcAvRiRcJOsFP59OcuDHFnxeHGUgNHjZEBWVZ5ZCxDztCw/WjfbL9ldC6NZskYCnNVj1dnaxQzqUFUFYn5qoe/5mVRZRlTUzAUZQNJ2a5aioA2eUjDMjFRBKoi4wTptVp1P2puwPfuVrhfcShZGuN5A7lFNtyI88MWZTvk1oqNLEncWGxwfjjLo+NZDFXh1orNSsMjESDLEEQxc1UXRZaouyF5U6OU0bCDd7OB1msnKnawZ/riN2+sUMxozFXTUJUfJiw3fJp+zCNjOQxVZtUOmK+7DGcNrk7luyqqdrds44YR06XMhu+1ujQvVF3enK+zYvtcHu9+syxYafp63Y14xamm4TlVYShrMJ43MDWFsu3T9MOOvB17hcUsXUVVUnJS90OuTZdSvVEzFZLra97CMAE5iTk3lOmL93SAhw+9GsIbEJY+R69WJOwEO51Yi5bO0+c0zpRMKk7I+y8MU/NC5qouD6rOnmx/NwK32eiUmwEgeGQ0y51Vl6W6R5QIZkYy+GFCwdSYKBjcX7W3eFU2/CaplyVrqCQJyJKEH6WVb4czOq/P13nyTIGsobQzSBpeiASM5AwsPRVjGqrM3VWH+5W0YF7eVHliMnXR3l21mau5nB+2cIOE0bzBeNMgiAU5I9VrNPyEOBHEScJi3Wckp7ezqOBdrclyIy2MN5Y3sIN4YxNFScJQFb5xY5mLo1lmRrJtouFHCXU35K3FOqt2QNOPyRkqlqby2lwjJUVrz2Svmg7XZ+ssNVwujebWrYmUSNlhKo5FBlOT9xUiMtQ0w+v8sIUsw3zVY6KQzjWk2VSKJFFzUnKxl7ej07AYSG3Bb0ZXNjTZVBWZc6UMqpoSqgEG6FX0YghvQFj6GL1ckbAT7HZilZAYyRq4YczZ4QzPFjpj+3sRuPVGRwBl26dk6UiyzHjeYLmRdnWW1yrQOmHEciPNAFJl2mGh7YIHhipRzKjYYYQXhMRCotwM8KKYoUyawuz4aeG5uZqLEAJLUxlady9p2fiQlWbAcCbNiBovmFwczfLEmQK3Vpr4UcJkQefiaI5EwPfvVKg0A2QZFAkSwVonacG4nGbCtLDeqK7aAYs1n4obtKvAjmQNzg+bLNV9Gn7EZNEkYyjt0vYXRjLcXrFZafiM5U2ePmsynNW37QG1V02HyaLBrZUmq3bQbodwd9VJ09hzBkGUoCtK2gBRV7pOBV4vILwynieMBHU/1arossRSw8PQVCaLZkeeuk4FiWN5vb3GNjfZ1OQ0t6zhRw+VfqUf0a+e69OMAWHpU/R6RcJO0I2QsxO23wmBG8sbbaNTtDSiJEFT05NuRlcoZTWcIE67N0tpXZKpooZlyOiagghj4uRdzUprZiXA0lLjqskyN5bTUI4dpFVpL43lMDWVhbqL7cfYfsjFkSxDmbTrs6kpxIlgturxoOLihzHX5+qcG8pQcwKyhkXe1DhTtPj2zTIXhrPIsswTkwXeXqxT8wJMSUGVZZwkRI4lZoYtShmde6suxUya9dQyqpCW+k+EYDxvtqvAzlVt7q/aNPyQjKbiBjEPKvV2aXtFklhtBnhRwvsuDrfFw60eUOvX3V4hlOGsTs5Qma+7qafHj1m1gzSNHdoi61a35m5TgdcLCKtuwKWxLEt1n8W6S8UNyRsqH7w0zPOPjnZE7DsVJLYystYTm/VtDu6U7Z5vmPqwo58916cZA8LSp9hvI8JewmGm0HVM4B4faxudhZpLnKQZNZIkUfNCzuQtposWZScgqyqEieDqmTz3Vh0WJY9WD/HWSMW6f2tqGtKJEsFY3uDpsyWyuspczeVvH9TQFJkLI1nG8zpNzyRcKzi2WE8NoBASipTqUfwoRg1l5qou/79XF3hyKs+FkSxumKShpLUBaIrMeN7CWitU50cpmypaaR2ZISttPrfcMLD9tFbNk2dy/PWtVZwgQgiIkwSddNxukHC73KTqpDqav3p7GctQOVNISU3DDVlouEhIrDpBm7DA1nW3FyH1w4TzwxksLfWe6IpMECaYqsxiwyNraG2RNewvdXqzgLCUVclbOUazJk+dLXJ5ItcVoe9UkNjLmRYD7I5+91yfZgwIS5+i1ysSdoLDTKHrhsC1jM712RpLDZ+7q+n3Ws3ZAK7P1nhQcXlkLEfe0ilZWjsMpCsAErEQJGKtBLwEiiShyTLFjMaPXigBUluPca5kUXHT0v73Kw6vzNZQZIlrZwrkp1ReeVBjse6jSFD3I3K6yrnhDDldYb7m8de3Krw21yCnq5SbAW/M19POw6SZSY+O5al6IXOrDrEQjGTT8vr3yi5CEpwdyvDEZIHJosFXX1/iT16Zw/Yjmn7EO8s24/lUdJwI0GQZXZFIElhuBowCUSIwJAlFkTEUGSeIubloM5zRN2QvrV93EwVjT0L6+GShnS10Y6lOMwgREkwVM8yMWBuaYu63aNVhCwg7uV4vZ1oMsDNOg+f6NGNAWE4Y+42T9npFwk6x7cYuy0wUTC6N5VKjvEs38BY6JXBeGFOxAxIBz5wrca5k8dKNFZwgYmY4g6WruEGErsqM5nV0VabqBGsVdtOxICBIBKzpWnQ1neeposml8SyXxnJkdZVXZmtU3IAhS4M1Qe3bC3XcKGap7qMpMm9Idc4UM+RNDUuTubfqYKgyZ4omOUNt35cbJJgqeHJa92O26iJJEpdGc6iKTM0LWax5VNyQyaLFI2NZgihhruYSC3j/hSHODWf401fm+fbNMk4QM1k0CaOExbrHO0s2uiJxbiTDdCmDong4YcxkwcCNEpabPlldwQsilpshqgxvLtQI4pip0rvkYnMYrxNCOl4wGS+YvOdckdGcyWzF4fEzeWTp3bW7ncetm3fnsAWEnVyvVzMtBtgZp8FzfZoxICwniIPESXu9ImE3WL+xz1Ydbi05VNeKmHU6J50QOD+M+e6dVWpuuGG+n390hIVamjVzZ9VmpZE2VDxTMLF0haGMwfsuavzg3ipRlBCKBE2WkBWJWAAiTWmVJAk/SoW08zWX6w9Sg162faJYULND6n6IvCb6DKOYxXpA2Q5AgqGMTt7U0VUJ01CpOgFumBAlAk0RJEjECTx9tshy3edBxUVXZIqGyvfvV3CCmLGcwdkhC1mWMTWJjK4gywpVN6Q2W+OtxSZZXWYkq6NKMpalYqgyftRAkWQKpspkUceLYxZrHjUvIqsr1N2AhZrM7bKNLEPGUDB1GV2V28XQrk3nqTghl8Zya/Vu0jYDL1wZ5bW5xp6eBkmSeGwyT90NuVN2mNjF49YvGoNezLQYYGecBs/1acaAsJwQluoeX3tricWaRzGjUbJ0FJmO46S9XpGwW0iSRBgnvL5WSKzb2PFeBO7mcpOGF6Eq8gZD2Lr2C1dGOTtk8dLby8h5ifMjGSxNbc+n7UXIkoSsyCikmThCAl1OPScICSeI0WRYarhcf1Cn4viM5cy08Nyqy+Jal+uipWEaCp6TIKIYOxBoisSwBTlDQVcUpoomFTtkudFMxb2SxFjOxNJT79OZoomhKczVXEayGl4Qk9VVzpTSe/PDmKobkDN1HhnLcHO5iRskqci2YJLgU7F9SoqOQMLQVGRg1Q6peSGaLCPLEk03xPEjBBDEAlNXeGQsy0Ldp+FFKLJEyTSYrbn8zZ2YK+NZak7In12f31Ik7pnzpW09DZvJh7+WPj0buxiavIXgHKbGYJAJMsB6nBbP9WnFgLCcAIQQfOudFb5/t4oqw2zN3ZBSWlmrRbFXnPQ0xckPGjvejcAt1l0afkTB0ri407Xn6msKWsETZwpbPvPdO6vYQYwqQd7S8GKRhqpINzk3jDFimcmiySuzDbwoomTpyLJEGIt2l2BNS4W8VSckihNG19J3vTChbAfECQznWAsRpZ6NOEkYzpmcG7bwwrReSs5Qee9MifyiyrXpApamosgSVTekbPuossyZNR1IztB4fb5G04+QJIGuKoznDVw/JTWaIqNKYAcxNTdkLG/w6HSeqhuyUneJEghjQd5Q2yJZJ4wpWhqxgLIToCsycRLjBDECf0ciMVncuCZ3Ih+LdRdNUXjfxSGmS5k2kThMjUG/eGkGOD6cJs/1acSAsJwAbiw2+au3l0mEoJg3t+0z0mmc9DDi5L1wyjyM2PFOBG6ykCFKYLpk7Xjtd5aagGCysP1nSpZGkgiCWJCIGFWRiWNBkCQ0vGitBLuCqsiEUZp1JMuwavsgBM0gIqul3aYX14rTjWbTaqtpv6SAgqUyV/GoORKaLAjC9Pp5Q2O6ZFJ3w3aaL6RZNqWMxoWRLA8qLnlTBaSNReCQsP2IjJ7+75obEUYJGV1lZjTDUsOn7oZEQtDwQ/K6ztWpAsNrY/OCmOWGj6pI2F6IG0Qs1j1ypsaz54toikqYJEjAd++UiRI6JhK7kY+LoznulG2W6gFXp4rt/3ZYGoP9eml64V0Z4Ohw2jzXpw0DwnLMEEJw/UGNhh9xZSyHvFaqvdVnZLHhsVgLGMpqHcdJDxIn75VT5mHFjrcjcF4Ys/yqt+u1nSAGxI6fMTQl1Z6oCn4U0fDjtPeQJKHIoMkSUZLwzmKTjKFQtSNW7ZBVOyAMY+JYYGVlkNYyblQZSU4L0qWeGomMrnF+RKbmRrwx32Q0bzBVyBCLmIYXbuml1DrtzYxkuL2ydiocySJJ777Wrc89ulZ7Za6WNjmcLFhkdJULIwpuECMhcPyYyaKeVutdu7eskWpzojjm9opDPYgZyqRi5HsVj5nhDEMZnaW6hx0kTBa3ejZ2IhL7IR+HsU468dJcf1DjmfMSQSzaxGS54ffEu7Ld/QxI1OHhNHmuD4JeXFcDwnLMqDohK7bHkKURJAJz/b4rSZQsnYWGR35NDHmU6KV6A4cZO95M4Cp2sOe1M7oCiB0/kyQJsiyRxGnhOEGSZrFI6e8hS5hqGsK5V3EZy+k8PV3EjWLmKw5vLDZYaYbkjQRTVZgZyZIgsP2Qph+hqwqXJ3JcGc9zq9xkImcSJgI3iLhbdpBlZcdeSrIs73kqfOpsEYA7ZYcf3Ktyv+IwmjPWqv0GqIrMpdEsj4zn0lovftr76OJojlJG5c2FOivNgLGszuOTecKEdt+jq1MF5usuOUNleAfivB2R2A/5OIx1shdRMlSFr721xDvLTVRFQl8LwZWbAQJx4u/KevTKgeO04WHP8OrVdTUgLMcMP0pQZImJgsVi02unf7agKhJVJ2A0Z3QVJ+2WDfdavYGjjB13cu1Hx3Mg4NZKc9vP1NwAQ5FpeCFJIsjqKrKcpjkHYUwQCmQr7SEUxAJJlihYGkVJZzxnoMgyby81CBNBKaORMxUUKa1eosoKT00XeP+FYdww7UHz00+dAWC5EVC2fZYbHnU32rGXUqenwv/9R6YYzup8/26FuaoLQM7UeO/5Idww4dGxDEjyu2ElXeb6bAM/THhsIoeuqqzYASVLZzSrM1fz+N7dVR6bzGNpKn6YoBpbycJ2RGI/5OMw1sluRKnqBLyz1GSh7nF5IsdkwcINI759cxXHD3nhynh7rCddm6OXDhynEQ9rhlcvr6sBYTlmGKq81h9GoelHWzq5Ljd98obKU9PFjje//bDhw6w3cBiuw6OMHXdy7aemUw9E2Q62/Yylq1i6QiZU8MIEJIk4SUCApspokOpAgpjxvIGhqBue7dnhDGUnpOEGmLrKcsMjZ2hoalr99pnzQ2m67prBDeOknQocxGkadckyuDSe2SBCXY9OC5r9/WemeeHKGG8uNHhnsYkThiiyxHwt4Nu3fH70QomhjAFA049YaXogSUwPZ5gZtri36qWp2n5KajRF5vlHRpmtel0Rif2Qj8NYJzsRpVYvo5oXMp43KFo6iiwBEqoMiiJzr+JsmNOTqs3RaweOAQ4PJxmK6fV1NSAsx4z1m/TVqQL3Ku92clVkGVOVef/FES5P5Pa+GPtnw4elGTlM1+FRxo47vfZOnzFUib98c5nRnMmq7eGGSbunkCpJqLJEkggcP+JMMcNjkzlW7GBDl94fnRlmxfYYzRncq7gkieDRsSyXxwtoisydsk0xozNZNHjp7ZWtmTMNFy+KtyWZLXRyKpQkiSgRac+iOOZMMYOpKRiqyt/cLvO1t1b4wKUhxvMWNTdgqeEzVbSYGc6kzfwyersZoiylHsFiRmcoq3dFJPZLPg66TnYiSrYfp927hWA0Z7bFzWGcrFUP1lm1A2w/bvcGgpOpzdFLBc56UevQrzjpUEwvravtMCAsx4zNDdkeGc1yYSRL0wupuiGTRZMPXR7t6IU/CBs+DC3AUbgOjzJ23KkHYrvPvL3QpGCpNP0I0UxDOXlDRV7ztESJIErSLryXTYWpksVUydrSpbfuZfjw5THsIEoL5Lk+jSDEj1OD2ypTf5QnnJ3WzVTJ4oUr43zv7ipvLTQJovSeJgsmj47nKGXSDUpCIre2Zmw/alf6HcrqXROJ/ZKPg6yTnYhSSs48pkrWhh5GmiKjyjISEMUJYbKRmJxEbY5eKXB20gb2JHBUBK0XQjG9sq52woCwnAA2b9KtF/2p6VJXL/pB2PBBtQBH6To8ythxpx6IzZ8Zy+tMFS1en2+kBE8iJSKKgqkpREIQxQkZTWm/7JK0fZfeC6PpfF2dKm7Z+I7jhLPbbwxldT54aYTFhseHHh1lLG/w8r0qt1aaW1okbLdO9kMk9ks+Nj8nIQQVO+joGtsRpShOmCyYXB7PbuhhlDUURrIGd8tNsoa2Rj43zsGl0Y3VfY/ay9ALBc56wcAeN46KoPVKKKYX1tVuGBCWE8JheBIOwoYPqgXoddfhYWMoq/P4ZJEfPqgynNEYyxs0vQgvjAmjBIHg4pq3zFTTEva7lZaH7YnRcZxw9voNS1dRFZliRmc4Z/DU2WJb2zOWN4gTaPohNSf1CF6dym9Zx90+84OS1P0Yks3voK5IvHy/yq3ljeRMQuL8sMnN5WaqW0IQJ6L9XCVJou5tre57lF6Gky5w1isG9jhxlAStV/bTk15Xe+GhISy9GGc96CZ9UDZ8EC1Ar7sO1+OwRMHPzBR56YaFE4RIAvJmKsT1oxhTUxnL6cw3PLKWhh5vX1p+LG/s6gU4jhNOt7/RWiffemeF792pUG76IMFI1qBganz7ZpmmH51YSOAghmTzO/jUdJFyc6vwuuKEvPd8iaGMTsOP2tV9R7IGFSdgpblzdd+jmIeTLnB2Ugb2pPbxoyZovbKfnvS62gsPBWE5rXHWw2DD+/X09LrrsIXDfPbTpQzvPT9ExQ6oOAF+nJAkAjeIyRkqBUvDMgTnhiyaXriltPxyw+drby7vOpbjOOHs9zeCKGEsb3B5PEfO1Gh6Id+9s4pA4gOXhjhbyhx7SOCwDcleJH5sG49M2faPxIjtZZxPssDZSRjYk9zHj5qg9dJ+uu26ktMeZpfGcmiKvCU8fFzoK8KyWPOIFbMrVn2a46yHxYb34+nZbPSAtsBUlSWWGx6PjhdOtOfGYT/7Ukbj8ckC7yw3eHKqQBAlvDpXY5WQ0bxOw0szhMbyBmM5Y0Np+eWG39FYjuOE0+1vtEhB3Qt5cq3PUkuTY+kKQgiWGyGTRevYQwJHYUj2IvGt61TsgLmqeyRGrFPjfFIFzo7bwJ70Pn7UBK3XQjHr19Vs1UkTBByf79wun+iBv68Iy1den6dYcDqerIchznpSp6z1Ru/6bA0vjGl6MW4Y4YQxUyWLD10+uXk9imffuuflhscbCw1Wmz7vLDXWapi4DGV0njyjptklEm2DVbEDrs/WWKi5TBZNBCDLO4/lOJ5pN7+xHSmw/ZhVO6Bo6UhA2fbTdN+1Uv7HFXM/KkPSCYk/qt/u1jgfpUh9JxyngT3KfbzTENNRE7ReDMVIUtqX7PW1rMVeOPD3FWGZKmZQDK3jyeoVIdNR46ROWeMFk2vTBd6YrzNfc7F0BVNXGM0ZSLLEt94po8oylydyx05cjvLZu2HMK/erLDV83CBkKGswnjOwdIW7ZTetcGvpbYP15kKDr725hBclGzpzz4xYFC1927EcxzPt9De2M8xhkhDFCbqppf2R/JAwftcwH1fM/SRd6Ufx2/1yyNpsYMdyBrFgQ3mGwzKwR/UudxNiOg6C1ms9jHpxLfYVYVFkqavJ6hUh03HgJE5ZaRqnz5mSydNni0SJwAliVpo+5WbAreUmd8s2H318nKemi33ZTHE9luoeX3tridfm6gxZGpNFgzvLNrIsIcsSY1mdZhByt+zy1FkNL4zxw5jv3l5loZ42CjQ0ZUNn7qfOFsgZ2rZjOY5n2slvbGeYNVle6zKdrLUXSCvetnBcMfeTdKUfxW/30yGrZWC/eWOF792tULZ9EDCSMzg/nDm03zmqd7lbL9ZxeEB6qYdRL67Fk1VE7hObJ2snrN9ot0OvCEP7Fa0FPZE3yZsaEnB72Wah7pHRFWaGM3hRwmuzNb7+1jJLde/YxnbYz7512ri51GSp7lJzA+arHm6UNgqsOwFLzYCiqVG2fZpexGLdxY8SxFp4SJIkZElKO3PnTew1cuOG0ZGvQyEEq02ft+brvDWfhrOEEB19Z7HuIRK4vdIkWSualjUUhrM6NTeg4viMZI12ZdiWsW6JjY8SLUNStHTulG1sPyJOBLYftSsHH5Ur/Sh+uxPjHMRJTx2ywiRhPG/wgUsj/J0nJ3nuwhArTf/Q3vmjepdbnoOsob57GB7JUnMDXp2tb3k/WgTtkbE8dS/kQdWh7oU8MpbnI1cOLzTSOkRMFk2GsvqJedJ6cS32lYdlPTph1b0mZDptWL+gW31Y7DBiPJd6vRIhUIKIyaLZ3gT6tZli1Ql5Yz7tcjxXczEUlVgkeGFMw4uoOAFBIhjL6ThBxO0Vh6GshpHAVNEkTgQL9XXNLqW0M/dK00OV4dp0adexHCSdc6nu8a13Vvj+3Y0pye89P8SHLo9uu9Eu1T2+eWOFH9xLT85emOAGMTeXbd53YZiJgslYzuD2chOBxFheI0nAC6Njj7mfpCv9sH+7l7JF9kJbjO2GPHFm47PO6uqhhQyO4l3er+eglzwgR41eXIt9S1g6maxeFDKdJqxf0EKQijDNd1/eMEpQZRldVRjPK4fiPmwZbi+M8cIYc62y7OZN47Cf/YOKw1/fWmW54VOxQwQhqiIhS6Ap0AwS7pQdsrrCSN7k0fEsl8ayfOf2KpauMjOcoeFubHYZC8FSw+fSaG7XsRwknXOp7vHf/naOH9yrospp+X1B2uTxL99cZNUO+HvvmdpwnaW6x5/8cI4f3q+gKDJnihYS8KDislDz+PbNFR4/k2cka/ATj08gSWmTxJ06SR8HTtKQHOZv99Mh67hCBof9Lh80xHQS4feTQC+uxb4kLN1MVq8JmU4T1i/ooqW9K8IEEIKqG3CmmCFrKCQJB9YLtQz3mwt17q06NP2InKFwfjjD45PFbVM+Nz97TZaYyFtcGs90XE9gqe7xV28tsVD3EAhUScIJI6I41W3kDBVVTqh5EYsNjxeujPPTT01S92J0pYoXxpTWNtW7q+82u0zW+vT8+C7u5G5j7es9Mboi8cqDKm8tNrE0icmCBWv3amkKSw2PG0sNrj+o8RNPGO105esPatxYamDpygZjdHk8x0LdJUrgbCnDTzw+3t64e+HEeZKG5LB+u58OWcepETzMfbwXPQe9iF5ci31FWFrx4W4n62Fy4x0n1i/o+VrafdiLYhRJouoGZA2t3UTOO6BOo2W4Z6suS3WPMI4Zzmg4Qcz9VRcvTLY14BvrCbjcWm5ScwK+c9tDV6p7eiqEEHzjxjKvzNZwg4imn8bR4wQURRAmCU0/7SMkEkHdjXh1vsbX31rh2nRhwwmllNEpWhq2HxPEMfM1j2tTxR07c3er0t/siYliwTtLzTTNvGC2yUrr2RUtnZoT8M5yg/fODDGU1ak6Ie8sN0gSQTGzKX4uSQxlDCpuSNkOkCRpS22SAQ6OXj1kbQ5L6op0rIb/sPbxXvQc9Cp6bS32FWGZqzkUC9q+JuuksmhOA0nafGoHCGKBocqM5Q0+8tgY1x/UWG743Ft1GM8bnClm2mm7B90EWoa76gYkiSBKEs6seQvypmCp6SMEVB1/25j5u/UE6l3XE/jrW2X+7+89oO6FxIkgiGLiJLX9UQSIGFuAIkPR0JgomZDAq3M1ynaw7QlFkqDmhpwpWTx1trjjmujG5R7GyRZPzELdZb7u4oUxo1kdY9NJWFdkQMIJ4vYp2I8SnCAGpLX/vhGaKiNJYsN3Bjh89Noha7uw5FTJIqurLDW8YzP8h7GP96LnoJfRS2uxrwjLTz15htHhUl8Y/tPSDmD9fazaAcsNH4DRvM5I1mjf0088Mc654Qwvvb2MG0ScH8lgaeq+PGKb0TLcOUPlbtmhZOltb4EkSRRNjVUn4EyxsG3MfL/1BBZrLv/15VnKts9kwUACmn5MEMVIgKKAABQJLE3F0BQymoqqSpxZExov1HxeuDLKa3ONI+vX5IUxb8w3ttxf0dKZyBm8vdRkoea2i7q1EMRpI7+MrrRPwYYqk9EVQKS/LW/87TBKEELa8J0Bjga9opXYKSx5a7mJLElISH1n+HvNc9Dr6JW1uC/C8uKLL/I7v/M7zM/Pc/XqVb7whS/w4Q9/eNvPfv3rX+ejH/3olr+/8cYbPP7441397kTRpNADk7YXTrqM9GFh/X2Ymky5mWovWEvPHc4YG+7pymR6mmptAmU7OJRNoGW4s4pKlCRo6sYTm67INLwQWZZwtzn570ccKITgO7cqPKg4KJLEciMgihMSIUACWUprj8SJQFUksrpCLARNP0ImrVPSuu4z50t89PGxI+vX5IXxtveXNRSmhjLMVj0WGx5nhzJYutq+v5obIMsSj647BZcyGo+O5bm1bFNzAwx13TWFoOL4yLLCo+O5gcv8IUAnZH80lzbBnKu5fWX4e8lzMEBn6JqwfPnLX+ZTn/oUL774Is8//zxf/OIX+fjHP87rr7/O+fPnd/zeW2+9RaFQaP97bGxsfyPucfRidcD9YP19zIxkeHW2gRtGnBvKIIClps9y0+epqVRI2rqnvTaB/YTJWoY7EQJVlgmjZEN4I4gTVEUmScS2MfP9iAOrTsgbC1XsIAYJEiHIGCpZXSVM0vBQEsVr31eJBSAEZTtgoeFza8Xm3FCmXadgPyeUTmPtrXoIm+9PQuLCSIaFmsurc3XuV5z28yvbAXGc8J7zQxvCUpIk8dTZIrdXbH54v8KDqstINi2/v9L0iRJ47/kcT03vHMoa4PSgE7Jf90JeuDLGe6WhvjP8veI5GKAzdE1Yfvd3f5df/uVf5hOf+AQAX/jCF/jKV77C7/3e7/H5z39+x++Nj49TKpX2PdB+QS9WB9wP1t+HEySUbb8dipEgDcPYAU6QbLmnnTaB/YbJWob7neUGwxmdhbrLhJqKSIUQ1LyQybxJ0w+3bbi4n6wAL4xZWCt6NZ4zqLoRbhChqRKjWY2KHRHECYqcRqdkWcJQZBRJZjxvsNDwWGn6nBu2jry/iKbsfH9FS+fps0USkVaJnKu6e9ZhGS+Y/L33TDGc1fnBvQrzNbddwfTZmSGef3T72i3rcVr0Ww87OiX7QSyYLBrHPLoBHjZ0RViCIOD73/8+n/nMZzb8/WMf+xjf/va3d/3uM888g+d5PPnkk/zrf/2vtw0TteD7Pr7vt/9dr9e7GeaJ4rS0A1h/H3Uv3BKKaYVhwiShYG5fWn49DhImW2+4bT9GlWXm6y5ZXcUJUrIhSVDKGtvGzPeTFeCFMUEkGM5o+JFgNKezaks0gwgEmJqEQMLUZBQERVPF1BQMVWEkZ2IqEm8uNhkvGBSt/UvFOom1CyF2vT8vTPi7T53hPWeLrDQDQGIsr7fJ5XbkYrxg8nPvneYjj42x3AgAwVje6Kjy5mnRbw0wSAEeoLfQ1U66srJCHMdMTExs+PvExAQLCwvbfufMmTN86Utf4tlnn8X3ff7wD/+Qn/zJn+TrX/86P/7jP77tdz7/+c/zuc99rpuh9QyO+gU/rpPr+vvQFHlLKKYVhtFkec97Ooww2XrD3arDsuqE5AyFs8PWtnVYWthPVoCpKeRNDYEA0rDOWF7DDkKW6l47zKNIMpqeEiZdlRnO6khCsNQMGC8YGKpCzY0O5E3bK8zWyf09NV1kJG8ykjfbz2RD63jXJ1wLqa0nF8M5g+Fc5yfn06LfOk70sjdqkAI8QC9hX0e/zS/TbsW3HnvsMR577LH2vz/4wQ9y//59/u2//bc7EpbPfvazfPrTn27/u16vc+7cuf0M9dhxlC/4cZ5c19/HzEiGkazBfM1hQjURkIZhCiYZXebuqrPrPR1WmKxluJ85X9qz0u123+0mK8DU0oJ091dBltKqtgs1j+WGjxsm6GqanaQqKZFbaQYossxEQcKNEs4UM5wdMmn40aF40/aKtXdzf+sL8L0+XyeME2aGMzw6lsfQ5H2Ti06J6UdyOjU36kkDfdzodW/UIAV4gF5CV4RldHQURVG2eFOWlpa2eF12wwc+8AH+6I/+aMf/bhgGhtGf8dCjesGP++S6/j7ulh3G8hpVR+V+xYG1VOKxnMHdVWfPezrMMNlBRHLdZAWUMhqPTxbwowTLlbmx2GCh5hElCUOWgizLZHSVWAhMU8WPE0ayGs8/MoKhqWQNBceP279zHOjk/lrrqOoGVJ0QQ5WYzFtU3JDX5+tcmy5wYWR/4vBOiOmbC3WaXkTNC3rSQB8n+sUbNUgBHqBX0BVh0XWdZ599lq9+9av83M/9XPvvX/3qV/nZn/3Zjq/z8ssvc+bMmW5+uq9w2C/4SWUebb6PkZyepvUCwzkNSaKjezqpOPhOrvZOCE+LsN1eafLOUgNJTvUqxYyFJEEcp9VdDU3GD2MymoIdJEQxjOTUE3OX73Z/69fRWM7gbtlhOGNgaAqGprDU9Lm76vD0dHFf4vC9iKkfxbw+X8cNIx5dy27qRQN9HOi3bMJBCvAAvYCuQ0Kf/vSn+aVf+iWee+45PvjBD/KlL32Je/fu8au/+qtAGs6ZnZ3lD/7gD4A0i+jChQtcvXqVIAj4oz/6I/74j/+YP/7jPz7cO+kxHOYLfpKZR5vvY3Ol207u6STi4Ifhah/LGwxldHKGShwnRAnkZImMoVE0VbwoxlQVNFnGCSK8IKIZROQOoVjeUWD9OgriZIOQul2Azw6w/RhL714cvhsxFQjeWbIJ44RLo7n2f+9VA33U6MdswkEK8AAnja4Jyy/8wi9QLpf5zd/8Tebn57l27Rp//ud/zszMDADz8/Pcu3ev/fkgCPgX/+JfMDs7i2VZXL16lT/7sz/j7/7dv3t4d9GjOKwX/KQzjw56H8cdBz8sV3vVCbGDiA9cHObeqsvdVZeCqaTCWllGkWX8OGa6lNY6afoxNTcgoys96S5fv44EbBFSr8/8ksL037oiUbGDjkj3bsS06UXcW7WZGc6Q20RmetVAHyVO+p0eYIB+xL5Et5/85Cf55Cc/ue1/+/3f//0N//71X/91fv3Xf30/PzPAGk5DauFxxcEP4mrfHELywpiy7bNYg7LtIUlwr+IRJoJSxsBQZZxIoKUteXj2fImPPTlJ0dKYGckgy731PDauI2WDkBpJamd+qbLEUsNjNGfw8r0qczW3Iy/VbsT09oqDpsg8OpbflvA8bAb6NLzTAwxw3OirXkIPK05LauFxxMH362rfLoSEkHhzvoGhKYzlDK6eKfDDB1Xmqh62HzOaNwiihDcXm2iKRNbU+P69Croic3ul94Skm9fRzIhF3Q1ZbHgUTY2qGzKc1VlueChy2ophpel35aXaiZg+Op7F1CQMbXsD/LAZ6NPyTg8wwHFiQFj6AKcptfCo4+D7cbVvF0Jyg4hv31yh3AyYKBiYqoxZtHivLHFrqcmDmkvFScWrkwWTC2M5HpvoPSHpZq/R1an8hnX05FSed5Zs7q3aaEpKIB8Zz1NzQsq2vy9B6HbEtGipfP2tlYGBXsNpeqcHGOC4MCAsfYJBamFn6NbVvlMICSRURWEoq+OGCYsNj5KlY2kqpYxG1Q+JooTRvMFQTufxyXeFpBlDYVQY3F5x+OtbZX7m6TMnEh7aTXi8UPPbfz83ZHFtusClsRzTJQshBH92ff5AgtDtiOl+DXQvF1Y7CHrpne7VOe7VcQ1wMhgQlj7CILVwb3Trat8phBQmCXGSGvOKE1DK6JSbPvcrLnEimBnKEiUCRU4Fpddn6zx9tgjA3bJL2fZxgohbK00QEh94ZPhYDdBewuMXrozyzPnStutooeYdiiB0s7EZyxtdG+heL6x2UPTCO92rc9yr4xrg5DAgLH2GQWrh7ujW1b5TCEmTZVRFRgCaKnN5PAek6dw5XeZBxWOx7oIkMZHXqXsRDS9EliSCOGY8Z5I3TBbrHjeW63hRfGzhoU6Ex6/NNfjo42PbGsbDEIRuMTayTDGjcWksx3vOFXnPueKeqfH9UljtoDjJd7pX57hXxzXAyWJAWAY4dejG1b6Tcc4aafryvVWHrK4QxglOEBPHCf/rZpWKF6LJEhISThCjSBI3lhoMZXQmCgZemJDRVFRF4uJIlrId7Kr7OEzX90FrfBxUELrZ2PhRzDtLNt+6uYKqyDx5Jt/u/dRJkbt+KKzWj+jVOT6McQ1CSacTA8IywKlEp672oqVSNHVuLNe5NJojZ6hIkoQkSZwfynB7uUmUKISxYLHm8tp8Wlq+YGoMWSoVN6Zi+8iyhCSgZAnqbsj9VY8wTjg7ZPHGXINiRuXGUp33nCtuaSZ42K7vltfIUGWaXkSYJGiyTNZQkCRpz5DOQQShm41N3Qt5fa6BHYScLVlU3ZCqE/LOUn3Xk3I/FlbrN/TqHB90XINQ0unFgLAMcGqxl6u9tbE9qDrcXnF4e7G5oQlg1Q14z/khRrI6CzWXm8tNbD9iJKtTsDQkJCQ5QlUkgjBBIFhtBgSmiqZICCFo+hHfvbuKKkvkLZXRnMmHL4+2N86jcH0batou4Af3KthBTLRWX2U4qzMznEFT5D1DOvsVhK43NkipnscOQibyaa2XkiRhBzFP5E1Wmv6OJ+VBYbWjR6/O8UHGNQglnW4MCMsADyXWb2zTJYvRnN5O752reRvCFmN5gx/eq/DfXpknGybkDRU3jHGCGNuPAEiEIEyg7kdIEuRMDVmWcYKYs0MWXhgTxIIHqzZff0vwkcfGGMsbR+KSD6KY5UbAvVWHiyMZdFMjiBMW6h51N6Roabzn3NCeKcT7EYSuNza2nxbeK1k6rH2nVU03SsSuJ+VBYbWjR6/O8X7H1ashrgEOD4O3fYBjgRCCih2wUPOo2AFirYniSY1l/caWNVSGswbvuzjET12d5NJojrNDGT7yWOoJkSQJRZEpWtpak8AA249obXlRnICU2mRdkRjNGQRxghNEKBJrWheBJsucG8lQc1M9S8UOOnJ9V+yg47kTQvDaXIOCpXG2ZFHzQsI4QVdliobKg4pLw4+4OrV9xdnNaHmpJosmQ1l9z++sNzZhu1/Ru9tMq5quJsuYmkIQJ9uelFs6mqWGt+V+Wzqa6VLmoanbchTo1Tne77i6CSUN0J8YeFiOGAPxV+/FlLfb2IQQ2H5MlAgmCwZVJ6DmRu2Tf95QGcnqVO0Ax49QZQU/igniBJDIaDLNIEZTZPxYkMQJsRA4YUzdC8mZGnlTJU5ob5zTJXNP1/edss3X3lzGCaOO5q51b5dGs0TDVjvFOvJDVFnmkbEcpYyGrm7/mwfFesHuaM7Y0K9ICEHNC5ksmGQNBSfY+QQ/KKx29OjVOd7vuHo1xDXA4WFAWI4QvWaoTwK9GFPevLFVnYC7qw6rdkAUJyiSTELCe2eG24RlZiTDdMni9fkGBVPFjhKEEAghSBKBk6SeFEWWcIOIuh8BElEisDSFqZIJSG3PwortA9Kuru+lhsudFRuACyPZjubOjxKCKCFKBImAi6MZLo5miBKBpsiYmsxs1T3SRpktY7Pc9MnqKmXbY8jSqfkRWU1lZjizdn+7Zxv1UmG104peneP9jKtXQ1wDHB4GhOWI0IuG+rjRazHllrer5oREscANI6I4HaMdRhRNDd3UaPgBC9WA//nGIroic3kihyzLPH95jG+8s8yqHbWvKZGKa5FAkdKQRymjESUCWQJVkQnjhLoTcWEsu8GzMJbXd0wfTkTC9dkGuirzxGS+XSl3r7mruyG3V2y8qIEipx2ZR7IGMyMWOUPF9qMj37TXG5sorjNXc7lfdduCZk2RuVO2OzrB90JhtdOOXp3jbse1Vzr+Yt1lspDBC2MqdtAT9zhAdxgQliNArxnqk0IvpU2u93b5Ucz9VYd3lprkTQU7jBnPpc/C9kNur7gokuD6gxrLDZ+PPjbOU2eLXJsqMDOSI4obJALcMMZMwMpoSBI0/DgV38aCvKEihMDQFGp+RMaIOTdk0fQjbq84PDqepZTRdnR93y3bhFHMM+eHtpT132nuluoeL9+rEMYJYZwwljOJYsF8zaHuhlybzlNxwmPp2dMyNs+cLzFbdbi15FB1fRpBiB93d4IfFEs8evTqHHczrt1CSTeXmzT8iCiB5Ve9h9LbfRowICxHgF4y1CeJXokpb/V2meiKwjdvLPP6nMcTU3kEUHV83lpoIiG4PFHA1GQabsirczXKdsB7zhYZyeqoEzkKlo4fJaw0fWw/oumlGhFZhvPDWdwgZrbqIcUJM0ULXYFXZ+ssNby10IzE199a4dp0YVvX9/RQhgTBRMFs62vW11PZPHctklz3Qp6bGea1uTordkDR1BjLGszWXP7mTsxzM6Vj0yW0jM1QVufqVLHnTvADnD5sF0ryw5iGF1GwNKZLVt95uwc6yHcxICxHgF4x1IeNbl+cXogp7+TtmipZ/OjFEf70lTmW6h4ysNTwMTWZy2N5sqZKkghsOeJM0aTmBlyfrTOaM5AlCTeMGMroZA2VN+fr1NyIQkYjb6icKZqp16ZgUDB1mn7IjaUmTpjw2ES+Xedl/Yb50cfHNsxt2oAwYrHusdz02/qaVj2VsZyxYe7Wk+SsoXJtutDW5TTW9FO6IvGec0Mnsjn36gl+gJPBURrh9aEkL4z57p1VVEXmYh96uwc6yI0YEJYjQC8Y6sPGfl6cVkz5naU6Y3kzFX6ueQhgb9HlYWA3b9dozuDR8RxBlHBhNEci0jGbWvrMWim4uqIwnldYqLtYusLlXJalesB8zcWPEwqWxlBWR9NkYgFhLJgZzjIznKFoqXzjRpmxvMH/44kJJgrvjmPDhvn42AaDLoQgq6v85ZuLWLpC0dLfradSc7m93OQnHp9oz91mklzK6BQtDduPCeIYL0xYsT2ESK/di5vzZgxOlqcTx2GEWwS5YgfU3LRwYb95uwc6yK0YEJYjwEF7sfQa9vviSJLEZNHgGzd8vn+vSkZTsDSVnJmGNM4OZ448PLGbtytrKEwWLN5crKMpEooitdN9N6fgJgIUWWIoY3C3bCMQCCAIEzRFYrpoUvNjnjxT4OmzxXaJ/4YXstTweGwiv4GstOZntw1TkkCsiXolSGu9rI1NILF+2rYjyZIkESUJ9ysuC1WXph/xdX2J2ap74ie0vcjI4GR5OnHcRrhfvd0DHeT2GBCWI0Cv1jfYDw7y4rSMTsHS0BSZhh/ihhGrqz5nihbXpo7e+Ozm7ZIkifGCwWxVZdUOiBPwwxhJkqh5YTsFV5IkvCDCUNP05P91c4X7FRdFWqtwGydUnAhZAj+KkSWJRIAXpAJbTZF5dGz7Qm07bZhVJ6TpR3zg0hDLjXBDLZWpUpaxvEbTj9pEZzuSXHXSAnV2EBLECY+M5ZkoGCd+QtuLjAxOlqcTJ2GE+9XbPdBBbo8BYTki9Gp9g26x3xdn/eZ0baoAEqlwNE5QZYnlps9CzeeJM0cbntjL2+VHMR++PEbRUvnaW8vcXU3vdbJgMjOcoZTR216xS6M55ioOK02fpbqHF8YYqkzWUDk3ZOKGCUt1nwcVB1NX0BWZR8ezmJqEoW2/Ie60YbZOhmdLGSaLVnvuNCUNqSUJPKg6baKzmSSP5QzurDhU3ABNhqGswcWxDDlDI6ur+zIOhxGi2YuMvHBllNfmGoOT5SnESRjhfvV296tn6KgxICxHiF6tb9AN9vvibLc55dadcGRJOpYTQiferg9dHmUsb3BuOMtLby/jBBEzwxksPa1b0vqcH0X8f/7mPgv1VAuSNxU0VUVXJBRZ5tGxDGXbZzhj8JHHxzA1haKl8vW3VrreMDefDHObTodeuLWeynqSfGOpzs2VBllDY6poMTNiUbT09px0axwOI0TTyQn7O7dXqTrB4GR5CnESRrhfvd396hk6agwIyxGj37Mj9vvi9NIJoVNv15XJlDi0Pld2gvbnNAW++Fe3uFO2AYGqyHghJEmEoqtpeMYLsXSFVcfH1JT2c9/Phrnfk2GLJE+XTJwg4fxwhoKlIrHx+t3M/2GFaDo5Yd+vuCQiYaJgbXuNh/VkeRpwUka4H73d/eoZOmoMCMsAu2K/L06vnRA2e7t0Jb2PIBYbql5u5xXzw4j/1/+8yYNVB1WWcIKERAj8IEJT5LQMPrBQ9zhTMInFxoZ++9kwD3IybN3HaE5HlaUtZAU6n//D1B10QmKTRCBL0p7rRlckKnbQt57LhxEnaYT7zdvdr56ho8aAsAywK/b74vTiCaHl7Vqqe/zwfm3H8MZ6r5gQgv/2t8vcLjeBNJQlSxKqJCGpEm4Y40cRth+iyAqygJKlUXdDJovvEpFuNsyWViQR8J5zJe5XHOaqblcnw8Oa/8PUHXRCYkuWRtHSWWy4O457NGfw8r0qczV3kEF0RDiKlPKTNsL95u3uR8/QUWNAWAbYE8ftIThKdBveqDoh91YdwjgGCQqWShAneHGCJqcpx34sSETCWF4jb2mECbx8v0Ipo224Vicb5nZakamixfsvjlCwtB09Q5txWPO/39DedgavUxJ1dSrPS2/H245bliTKzYCVpj/IIDoiHGVK+cAId4d+8wwdNQaEZYCOsJ8Xp9c2p/2EN/wowQki/DABkRIYCYk4jtO/kXpdYlJR8fnhDE9NF6g4YdfZLDuRqVsrTcp2wLXpAgs1v2NDchjz321oTwjBjcUm1x/UWLE9FFnCUJX2ODshUTuN+9JYjpqTpngfdgbRoEhdiuNIKR8Y4e7Qb56ho8SAsAzQMfbz4vTS5rSf8IahyiQC7CDGjxPiJG1u2Kq1IglIZEFOVXhyqsjTZ4sULR1NUbrKZtmLTF2frfHGfJ0zJZOJLgzJQee/m9DSUt3jW++s8FdvL9PwI4YsjYmCxXhB2TDOTkjUduNO2xXMH3oG0aBIXYrjrJMyMMID7AcDwjLAkaNXNqf9hDeKlopIBHEiEEmCAHRVJooTwhgiAaYs8fhkng9cGiFvajteazfsRqYg9WTM11yePltsezo6NSQHmf9OQ0vLDZ+vvbXE9+9WSYTgyliOIBEsNj2afsTVqQJVN2i3IdjcO2k7ErV53As179AzzwZF6t7FoFjZAL2OAWEZ4KHBfjKXam5EwUrroLhhQsFQiJIETxKoiYIlS6iKRN7UyeoyTS8iTBLCKNW4dJoFtRuZsv2Yphdj6QpRIjb8t24MyX7DHruFlq5O5VFlia+9tcydFRtVgmLeRFZkTCWd86Wmz72KwyOj2Q3j7NboHXbm2WF6FE5DSKmXShEMMMB2GBCWAR4a7Cdzxo8SEiFxbjgDpF2adUXB1BUyWkwUCwxVIYgSvnu3ihPEhFFCzQt5fDJPEMUdjW03YxwmCW4YYeoKmrLVGHdiSHYKe1ydyqOryp6GdrsQTRDFvDbX4MZSnR/eryIjUfcjHhnNYqwZPUmSKJoaq3ZKCoI42bfBO+zMs8PyKJyWkFKvlSIYYIDNGBCWAR4a7CdzxlBlZFnC0hWemykxX/epuwFCSvUrdS8mimNWbB+rojCa0/FEwnBWByReenulo7DCbsZYlSWcMGYsb7Y7Xa/HXoZkp7DH3z6o8o0by4zldQxN2dPQrg/RLNU9Xnp7hZobYKoKOV1DVyXm6h63VmweHc+R0dPtRVdkGl5I0wsPZPAOO/PsMDwKpymk1IulCAYYYD0GhOUU4DS4o48L3WbOlDIa54Ysrj+oMpLRuTKRwwtT8a0spbqK+ZqLE8ZoikQsYLqUZWbEomBqHYcVdjPGyw2PqZKFpSsgYH0duL0MyU5hjyhJqNoBD6oumiLx3vM5/CjpyNBuvqbtx+iajKXKTBct7q06LNV9LowqgEQQJyiyTNUNeWq61LHB225dH2bm2UE9Cqeto+76NXh7pUnO0JBliSQRNP2QUtZ4KIuVDdA7GBCWPsdpcUcfJ7rJnJEkifdfHOble1Vulx0ujmTQVYWANOyTM1UKvsa16RLXpovoatqcsFVdthuh4k7G+NHxAh+6bPDqbL1rz8J2YQ+B4G7ZxQkjLo5ksIMYL0zImZ0Z2s3XzBoKw1mdhbrHaE6n7oXM1VyGsho5Q2W56WOqMpNFs2ODt9e6PozMs4N6FE6jSHW8kD6jr7y2wCuzdfwoxlAVHhnL8qHLgz1lgJPFvgjLiy++yO/8zu8wPz/P1atX+cIXvsCHP/zhPb/3rW99ixdeeIFr167xwx/+cD8/PcA6nCZ39HFjt8yZzSf78YLJ//HcWf7v7z3gXsVBldOTecFSUWSJnKVxbbqwFgbaiG6FirsZ49Gc0bVnYbuwh+3HlG2fkqWjKTINPxUKt+ZlL0O7+ZqSJDEznKHhRthhxHTJ4n7FZtUOma955A2V918c4UOXRztaj52u64OSgIOGmE6jSLVFFLOGyo89MrKWvi9o+hGvztYZzRmDPWWAE0PXhOXLX/4yn/rUp3jxxRd5/vnn+eIXv8jHP/5xXn/9dc6fP7/j92q1Gv/4H/9jfvInf5LFxcUDDXqA0+eO3gvHFfba7WT/D5+d5k9+OM/NlSZOGBElCdOlDOeHMxjq9kZrP0LFncjUfjwL24U9wjghShI0VSOIElRFRpPfHd9ehna7a5bWjPvdVYeFqkvO0Lg8nuPccIanpotcnsh19LyOe10fJMR02kSq6+f+4shGj9NYTpy6PWWA/kPXhOV3f/d3+eVf/mU+8YlPAPCFL3yBr3zlK/ze7/0en//853f83q/8yq/wi7/4iyiKwn/9r/913wMeIMVpdEfvhOMKe+12sr+13AQEGUPhufPDaAokAupeSLkZcHO5yVPTxSMXKnZbU2Vz2AMgiBKCKKHuBHhxwpmitUHMu5eh3SmUUsroFEwVVZY4W8rw0cfHGMrqXRm3k1jX+w0xnTaR6sO0pwzQn+iKsARBwPe//30+85nPbPj7xz72Mb797W/v+L3/+B//Izdv3uSP/uiP+O3f/u09f8f3fXzfb/+7Xq93M8yHAqfRHb0djivstdvJfkbL8KfX51l1As6VLOwgpu6GAORNlYYXsdRI1+sjY7me6JnUwvqwx/XZGl6Yjv3+qsOqHXC2ZPHERP5dfUsHhnavUMqZksWHr4wynDO6Hu9Jrev9FNfr1X5Z+8XDsqcM0L/oirCsrKwQxzETExMb/j4xMcHCwsK237lx4waf+cxn+MY3voGqdvZzn//85/nc5z7XzdBONbYLh5w2d/R2OM7wQOt0OZYzsP2YMEnQ5FRAu1D3mKu4+EnCZN6g4UW4QQyShCTFjOZMVpoeyw0fU1MwNLmnGrq1hJRvzNe5vdLEi2KCKAEkHlQ9Xnp7mR8XEmMFo2NDe1R9ovptXfdav6yDoN/mfoCHD/sS3W7eyIQQ225ucRzzi7/4i3zuc5/jypUrHV//s5/9LJ/+9Kfb/67X65w7d24/Q+177Fbw66Tc0celJzlOF7UfJZRtn8WaT8UNiOJU2zGc1Vmu+wRxTN5QqboxfhhTsDTiRNAMIkxNZixnMJrTOFvK8L6LQ5ia0jPp5UIIFmo+eVNlomhiezFD4xqyJDFf87hbtvnKG/N85MoYT5wpdWxoj6JPVD+GWXqpX9ZB0I9zP8DDha4Iy+joKIqibPGmLC0tbfG6ADQaDb73ve/x8ssv82u/9msAJEmCEAJVVfmLv/gLfuInfmLL9wzDwDC6dyefNuwVDjkJd/RxplEfp4u67obcXXFIgLGcgW5qBHHCvVWH+6sOsiwTxYKq4xMlglU7IBZpmfy6E/LIWJ4zxQw1L8DUFIayOkIIKnZw4kas6oQ8qNh4YUwiYGYk0x5H3lQZz+s8qHgMZQ0+8tgosnxwgfB+0a9hll7pl3UQ9OvcD/DwoCvCous6zz77LF/96lf5uZ/7ufbfv/rVr/KzP/uzWz5fKBS4fv36hr+9+OKL/OVf/iX/+T//Zy5evLjPYZ9+dBIOWaj5vHBllNfmGsfijj7uNOrjclELIbhfcdBUhSSJMVUZJAlTVhiyNG7HMWEsQJWp2AGRkEgruKXf9cKEvKWhSBJuFONHSU/Vx/HXWgU0vZiiuZk0SRQsnaEgpuKE1NzoxA3vaQqz9BsGcz9AL6PrkNCnP/1pfumXfonnnnuOD37wg3zpS1/i3r17/Oqv/iqQhnNmZ2f5gz/4A2RZ5tq1axu+Pz4+jmmaW/4+wEZ0Gg555nypo863B8VJpFEfl4u66oTMVV2ems5zc8lhseGlNUpUOfWiSFJaxTaBmhdhaDLWmh7LjWJkCRw/4pXZGo9N5qi7IT+8X+2Z+jiGKiOv9UHabq7CKPViJYnoGUHlaQmz9CMGcz9Ar6JrwvILv/ALlMtlfvM3f5P5+XmuXbvGn//5nzMzMwPA/Pw89+7dO/SBPmzoJhxyHO7ok0h53I+Lej/6mtZcny1lyOgqd8suZdsn8kNUSebsUIbFmoe/ZtiFEERJgixJaLLERN7CVGXeWKjzvgtD3K84VB2fsbxJECcIAVlD4cJISuyuP6jxzHmJIBbHYgzS9gJZXpmtEUQxpr7utReCqhswlDEoWVpPCSq7WdeD9hSHi9MQ4hrg9EESQoi9P3ayqNfrFItFarUahULhpIdzLKjYAX/6yhwFU9s2HGL7EXUv5GeenjqWjWWh5vFn1+c4W8qgyNsIrBPBg6rDTz81xWTx8ENRnYRXugnDrDdwbhDxzRsrFCyNjKHQ9CLqbkQr7PP2YoPv3lll1Q7I6TKRkJAl0FQFS5PImzpOkGbefOonL3NzpUnVCbGDeIN4d2Y4gxPEvL3Y4NxwBlWRNoxx7AhPtYs1l//rpVvcW11rL6AphFFC1Q3I6CqljM6PnE29df1m6Hsp/DbAAANsxGHa70EvoR5Fryn2TzLlsRMXdTf6ms0GTpMlynbA3VUHS1NYddIsoaYfr4ls4dHxHG/MN1BkiThKiIVAFxDEsNL0kSQQAl6+X+XmcpOipVHK6G3x7kLdY7HmpUJcN+TyRI7JgtUe4+2VJkMZHTuIjsToThStdnuBB1UXS1dScXDGwNIVpoesvhRUDtpTDDDAw4MBYelR9Jpi/6QJ1F69f3Ys+qZneHO+wTdurPDRx8YI44SX3l7ZYuDurbr88F4FU1eYLJo03YhbK03KdkDWUBmyNEazOrEQlCyNVTciiGKyukJGV3CCGF2RuLPSZL7mMZbX2+E8U1bQFYm/na0RxYJLoxmKlo4iS+m1Y42vvbVCzlD44KURLF09EqP75FSRX31B5zu3V7lfcUmS9F6mh/rTG/GwtacYYICHHQPC0sM4asV+N3H/XiNQ67GTvqbmBtwtu8zVXN5YqLPccHHDtGDatal3x5oxFCxNwdQVLE3mftml6Yd4UULBUAkTwZsLNSQkhCQhyxJxkuAGMeN5gzBKEBLMjOUQccJy0+fGks3T0wqmpiJJEn4sEInACSNyhk5Wl2n6EUGUcGOpiSqDIsuA1CYyBzW62z3fiaLF//4jU6dC71F1QmYrDllDpeqGaMq7nbIHpeT7AwPt0QDdYEBYehxHpdjfT9y/V1MetxMo19yA6w/q2EGYpvIKEELizYUGwxmd+rBF0UqNmO3HrDoBF0cz3Cu7DGVVxvI6r8/X0WSJ7FoGjYKg6ceUmx5BJACJqhOQNVUuDeUYzxl8/24FkFiqe3w3jDlTNJksWoRRQtMPMVSFnKlwfbZB2fax/ZDZqkfJ0hDQ7poMBxMz7/V8T4MBn606vDZfR5IgEQJVlhnJGsyMpM92UEq+tzHQHg3QLQaEpQ9w2Ir9g8T9ezHlcbO+RiC4W3axg5CJvIkXJeiajKUrFE2NII65W3Z56qyGhNTuXmxpCg0/YqqUo9wMAQlTU1EVCSeJGcqaqGpIpenTCEIMWcUNY0ZzBkVL5W7ZoelHFCwNCYGuKTyoeGl/naJFwdSxdJn5mkecJJTWwkILNZ+qE1D3ZNwgYijz7rPej9F9GHQdS3WP796uUHECJvIGOVMnjBLmaw51N+SpswVUWR6Uku9RPAxrdIDDx+BNfsiwOe6fNdR3QxAjWWpuwKuzdXZLHmsRqMmi2XU33qNAS1+z1EhFrbYfU7Z9SpaOAGpeyHBWp2hqaKpMVlfXvBsxAJoio8oyTS8C0vvzorT8fpCkZEZGQiCoOgEJEiKRMDSZRMDN5SZffX2RG0tNlDUBrxsKhICcoRBGEMWCUlbDjRKiKGYib2JoCroio6sSsiShKrDcCEhEQtOLqDgB5aaPJksdG93DeL69jtY9hnHMlfE8bpQgAYamMJE3sYOQOytpPZ3pUmZQSr7H8DCs0QGOBgPC8pChm3oq/YKWvqZo6dwp21SdgIYXUPdDHlRcMprCzHCGnKkynE1TkMM4JoxTr0XWUBjO6Cw3PPKGgkgEiRAMZzRUSaLmRqiyRNn2qbkRiUgwNRkBSAIkUj1KmCQEUcJ8xaHuhRiqzFBWp5RVubOael9USSIU4EUJSSJACGIBMYKZoQyzVZfv3qnw3burfPf2Ki/dWKZsBwRR3NFcnMbnuxmte5woWMyMZMhqKktNv916wNIUbiw10BW5LzOfTjsehjU6wNFgQFgeMnRSkC6Ik76K+wsh0BSZJ6cKmKrCa7M13lmyeXMuPcW16sZIksTMcAZNkam7EWGcECcCx4+RZYmxvEnBMqi4IRKQiHQ+CqaGLMNC3UeVJUayBkVTR1ckBKAoggRoOAFOEGGoCsMZba2hYkCcwFheZ7JgUbA0zhYt3DD1ArlRwmMTeS6N5Kh5EbfLNrMVF0WCWCQMZ3VA4qW3V1iqe3vOxWl8vpux/h5La2LvyYLZntMoTr1uz10YHoQVehAPwxod4Ggw0LA8ZDhtLeTXC/fKts+dZRshweNncgSRYCJnUPcjXp2tr3lhNMbyBuMFgzhOi93pisyPnC3xU1cneGuhwUtvL7FQi0iEYHrIYiijMVv1sDSFc0MWiRB4UYKpqNS9CDeICcIYLwBdU5kuWbhRTJSkLu04ERiqwmTe4J2ViKmSyWUjT5gkaHKa2VJ1Av7nG4t4YZy2ARAwXcoyM2JRMLWOs4VO2/PdDpvvsZTRKVoath8TJglhlIbxpkvWSQ91gG3wMKzRAY4GA8JyCOin1LyTrqdymFgv3BvLGSzWfIQkockgSzKaDnU/omhqVN2QtxcbjOZ0zg5neOHyKLqqbHlmT5wpcHWqyDffWeF7d1bxo5gghjMFi+WGT5IIhCQRRAkSEsMZncQSrDR9am5IEMbUvRA/FgxnDbK6wqoTEiWCFdtHkWGh4fF0wUSSUoGw7cdpinOc8L6ZIa5Nl9DVd1N0gY6zhU7T890J292jJEnkTBUhBHfKdt/fYy/joPvdw7BGBzgaDAjLAdFvqXm9XE+lG2wW7tl+TGWNuJiqzGLDI29oZAyVVTsgFoK5msfVM0WemCog1ojARGGjx0KSJK5M5rk8keNDj45yfbbGStPHCyLeWpQJE4Gppd2aVUUhESBLEqaqkBgCJ4yJRcJIzkSWU8KU01XOD2dYdXxUWWYok2ptTE1msRaw0PBYqLqU7YDRfBraGMpqbbICnWcLnZbnuxsehnvsVRzGfjd4fgPsF4NeQgfATql5Sw2PoqX3dGpevxGtzdjca6niBHzvziojWQNZlvDDGCeMeW5mKM36CWPurNg8Op7DDeOO71kIwY3FJq88qPK1t5Z5e7HOajMt1w8CU03Ft4osc6ZoslD3aHoRk2v1VwqWxljOIKMrPKi65A2VX/rADK/P1/mrt5dp+BGmJuMHgrm6C0DeULk6VeDJqcK6WjHd9Y7q9+fbCR6Ge+wlHPZ+N3h+DwcGvYR6AP1eFnx9PRUvjPHCGFNT0BQZIURPjnk9Ngv3NFlGVeT0b7KCpspEfhqKGcpoNLyAxbqHpaddkzut+7Dc8Pnh/So1N2BmxOSV+1WqbkS8RvObUkxGVyhYaRfnjC6jSBrjRZOZkQx5XSVIBEtNn6KpMZzTKFgaBVPjwmiWnKFwY9HGUCJk2aTuRcSJ4K3FBlEiePpskYKpde0m78V6OYeNh+EeewVHsd8Nnt8A3WJAWPaJblLzerWqqCSlRdPemG/03Slns3AvaygMZ3UW6h6GKhNGCaosoykyiUi4PttAV2WemMwjy6mYb6/Ndv0mrUjwN7cqNPwQRQJdkYiTNDsoCGMSU8WLBZqqMjNscGksjxPGlJ0AVZGZLJiM5QwkKRUVztVcZkYy3Fp2iEXCmWIGO4gJyzZ2EBMngrLt89ZCk9G83s6G6WYzP+yCg72Ih+EeewFHtd8Nnt8A3WBAWPaJTlLzer0seD9Xm9xOuDcznKHhRiw1PIIo4dxQFhC8Od8gjGKeOT/UJisttDbbBxWbOysZLF1tn/Ram/RoTud/vrHMYsNDVyS0jEaUpDUBEvHu8x3PatS8iLyl8dxMCTcU7UygjC5zd9XhkbF8O20zTmgXuENKC2fNjGRZrHss1D3CSDBXc7k2XeADl0Z2DVsNTqkDHCVOw343QP9jQFj2iX5Pzev3kNZ2wr28qXFpLMtrczVkSUJTJRpexPRQhgTBxJrBb1XDbZEJP4p5fb5Ow48xNbntZRovGARxQt1NM09YE9gamoIbxERCICFjrRGQxWbARN7k/HCWexWX8bxJwdTwwpi7q05bTKgp6W80/ZAoSdDUd8M8GV1hKKOBBE9OFkgQvG+XeiIDHcAAx4F+3+8GOB0YEJZ9ot9T805DSGunZowfe3KSc8MZCpaGoaaanD+7HuGFaXXbu6sOq3ZAFCeEcZqSLEvw9NkSI1mj7WW6W7YpNwPmaw4rzdTjkQiBQELXFKQoJojS4nNxkjbfe3KqwM88PcWDirulQeTVqTza2qZfNHVurzRQJIkwSjA0BduPWKp7zNU9soaylkmk0PAizmxz//3sIRugv9Dv+90ApwMDwrJP9Htq3mlx8XYi3BNCMF3K8MP7FapuQM2NyOoKGV1htuIwX3M5N5RBV+R3e5roWV6drfH2QgPbD9BVBYmYMEn7DMVJgqbIlDIGuiqlqcgZjScmi1yeyHF5IrdhTEEU89rcu1ohP0youCENL8b2I0qmxq1Vh5obUDJ1Lo5kqboBsizz8v0KpYy2gXyctIdsEIZ6uNDv+90ApwMDwnIA7HTCf2Qs3/Mu+dPk4t1LuCdJElen8vzF6/O8Md8goyvIMgSRoNwMGM+lqdH3Vl2KmbX6JxK4YVox9dxwhqobsxzEqKSF49wwASRGMhI1L0JVZB4Zy/L+S0PtTXsoq5MkCT+4W+WlG8tEUcKVyRwZ3cQLY/wowQ1janbAD8sOQgjOljKUsjpOGDGUNbg2lafihFvIx0l6yAZhqIcT/bzfDXA6MCAsB0S/puY9bC7emhtRdUIsTU4baCUSIkkQQqDIMgXr3Q7OOUPF9mMafshQRuexySKKLPOtm2Wqto8ky2iyRJTELDR8dFXm2mSen3hiAl1V2mnhr8/V+O+vLvC/bpWpOgFFS+NB1eW950ucG85ybapA1lAQI4LMQprGbOoykgRnihlmRiyKlo6mKFvIx0l5yB7GMNTAm/Qu+nW/G+B0YEBYDgH9mJr3MLl4hRBcf1AjSgTPnCsRJml/nzBOuLdq44cxVTsiZyrtDs5hnOCFMZamMpI1OP94hlJG46W3V1iou4RhQgzkdZVrZ/M8dbbIjaUmd8sO06UMuirx/315lsWGhywE54YziATulm1WmwF/58lxzg1nmcibPKg4XBzLMlXKkKw1clxfln878nESHrKTDkOdBAbepK3ox/1ugNOBAWF5iPGwuHirTsiK7TFkaYQJba+EEIK8qeNHPquOj6VbaEpq4FVZwg1ixnIGWUOh5oa4geDiaJahjEbFDrCDGF2RWGmGIOBsKYMXxryz3OBvbpfxwoRHRrPcXLExFQVJk7A0mQdVlx/cqzI9ZGFqCgkCWZZRZYmssdWjtR35OAkP2WkQaneDh9GbNMAAvYy+Iix90EWg7/AwuHj9KEGRJSYKFovNtLBcq2HeeN7A9kNmqy6XxrKYmoztRyw3fc4UU0IhhODuqkO56eP6MQA5QyWra0iywA1ivn+vynjBpJTRyXgys1WPMwUDdU3IGyYCXZaQZJmRrMFC3WO5EZAzVIqmRimjs1j3OiYfJ+EhOy1C7U7wMHqTBhig19H7isp1qDrhSQ/hVKLl4p0smgxl9VO3ARuqjKEqjBcMsprKUtPHC2OSRKDIaV2VkazOUMZgtupS90IeHcvzfzx3lrNDGd5YaDBfdfGjBDuMEQJMXUVVJUoZg8miyaoT8NZCE4HAi9LrBmv1+/OmhhNGbcJtaDJhnOAEaZG7s0NZ3n9xmKKVNkW0/bQ8v+1H3F5poioy4wWdqhNuIO0tD9kjY3nqXsiDqkPdC3lkLM9Hrhz+6X99GGo79JNQey90400aYIABjgd95WEJTsHJbYDjx/rwydWpAvcqaR2WhheiyDIlS+NjT0zw0cfHCWKxwcs0mjP4xtsrvPKgyqodYOkqw1mdrK4wW3VRZAlJSBiKzErTw/ZjLE3GVFPDHgsYyxm4fkzNC8loKmEcgySx2gy4OJ5rh982h+f8tUwiI4Hv3F5FV6pb9BPH6SF7mITaD5M3aYAB+gV9RVj0U3ByG+D4sT58UnUDHhnNcmEkS9MLqbohk0WTD18ZYzhnbPnueMHko4+PcXulyY2lJtNDFhldwQ0TFMkjTgRCpGtTkAp5x/MGI1mDO2UbBYFlaJwfybDc9Kk5AQt1j+mSxbMXhnj6bGlb8jFbdfnu7VVUJWFiD/3EbiLIw8xweZiE2qcp7X+AAU4L+oqwnIaT2wCHh26M8WYPRivj46np0p4C46GszpXJPO8sN9diqBKmKpMzNaq2j5Agb2hkdHVNtCtxbjhD0w+5XXY4O2SR0VWGMip1N+CxyQL/z/ef5wOXRrYNN5QyGi/fqxIlCRcPoJ84igyXh0Wo/TB5kwYYoF/QV4TlNJzcHhYcde2K/RjjvcInO41ZkiTef3GYl+9VuV12uDBipeX5FQk7TFBlEAYMZwwg7Tt0ZTLPRx4b47t3Vrm5bDNf9zBUhWfOD/FTVyd5cqq4470dRjbOUWa4PAxC7YfJmzTAAP2CviIsA/QHjrp2xX6M8WYyMlHY6J3YbcxjeQNdVfjo42P8l5cf8IN7VWIBikw7DVqRaDdbXO9t+LFHRrhbdmj4EXlDZWYks6Vj9GYcVD9x0AyXTsjmw1CL42HxJg0wQL9gQFgGOFQcde2K/RjjvQjUbmO+tdxkJKfT9CNW7QDHT414TlfJGCq6IiHLEmeHMvzEE+NMlzIbDLwsy1wcy3V1jwfVTxzEQ3PShdJ6rarsw+BNGmCAfsGAsOwTvbax9gKOo3ZFt8Z4LwL1wpVRXptrbDvmUqTz0ttLZAyNH7s0xGJNYGoyBTODoshcHs8xkjXI6DJ3Vx2W6gFXp4oHXgcH1U/s10Nz0oXSTpos7YSHwZs0wPFjYEO6x4Cw7AO9urGeNI6jEmo3xrgTAvWdW5W2gd5MDO5VHBRFRpXBDmIqa5/TVZmlhsdCzSNvqhCkqcuHVeX1oPqJ/XhoNs8VgO3HhEnCaM5gueEdaaG0kyZLAwxwnBjYkP1hQFi6xGBj3RnHUbuiG2PcCYG6X7FJBFueme3HrNoBI1kdO4janZs1VcMJYmpuxJ2yw3LTI2NoWKqCJKXr4zBO+LzVogAAJxlJREFUSgfRT+zHQ7N+rmpuyN3VtFZNFCeoikxWV4iSGs+cLx26t2FQVXaAhwkDG7J/DAhLFxhsrLvjOGpXdGOMF+v+ngSq1cdn85jDJCGKE0xVRpVlLC39/1UnZLHm4UYRsiShKTIrDZ/5mosQAkuTeaY6fCgnpf3qJ/bjoWmRTT9MeH2+jh1GFE0N3dQI4oRVO2Cu5jFbdQ+dsPRaj6KBq36Ao8LAhhwM+7IcL774IhcvXsQ0TZ599lm+8Y1v7PjZb37zmzz//POMjIxgWRaPP/44/+7f/bt9D/gkMSjXvTtaZGKp4W3p+9QiEy1R6n7RMsbblbG/U7Y3GONOSskXTY1zQ9aWMWuyjCLLrDR9RrIG43mD4YzOvVUbL4rI6iqyBIs1n6YXYmkKRVPHCxPeWarz9beWWap7+77P9fe7n7YJ3ZbtN1QZTZZ4Z7mBHUaM5wxMTUGWJUxNoWRpRHHCreXmoff06sQzF8TJsVSVXap7fO3NZf70lTn+7Pocf/rKHF9783Ce5QBbIYSgYgcs1DwqdnDq+8UNbMjB0LWH5ctf/jKf+tSnePHFF3n++ef54he/yMc//nFef/11zp8/v+Xz2WyWX/u1X+Ppp58mm83yzW9+k1/5lV8hm83yz/7ZPzuUmzguDMp1747jql3RabikU2/M1ak8L729smHMIIiThCiB88MmkiQzmjeIYkGSJNSTkCSGWIrQVJm8oTFRNHDCmLG8yXLD469vrvK+i0OpwT+BU3o3HppSRqNkGXzrZplzJWvjZ4Sg5oWcH85Sc8JD93T0SlXZfnPV97sn6GHUcQxsyMEgiS4p7fvf/37e+9738nu/93vtvz3xxBP8/b//9/n85z/f0TX+wT/4B2SzWf7wD/+wo8/X63WKxSK1Wo1CodDNcA8VFTvgT1+Zo2Bq226sth9R90J+5umphzqr4Lg2ok427J2MUItAtbwN2405q6tUnIBECMbzJm4Y8/W3lmi4IU0/wosSiqbKWMFkPG9iaQpl2+fKRJ7FusdczeOxiRy6qjCaM3hqusjlidyuRuUkjdCrs1X+r5duYagSwxkDTZUJo4SqG5A1NJ48k6fhR/z0U1NMFg/3OX7tzeWUWI5sJZZ3yjaPjOX56ONjRzYXvTCGbtDvxn7X99LSe44cHhYeRhtymPa7Kw9LEAR8//vf5zOf+cyGv3/sYx/j29/+dkfXePnll/n2t7/Nb//2b+/4Gd/38X2//e96vd7NMI8Mg3LdneG4ald0km7aqTdmpzEvN/z2d6tOSJwIcqaKqanM110URYY1yh/ECWGUcGOxSbSmgSnbAU0/5rt3VvnmjWU+fHmMD10e3XYzPmkjNF3K8OSZAlUnxA4iIj9ElWXOFDPMjFiostyem8NEL1SV7TUdzW7oxhPUi16Y/eg4evE+9oOBDTkYuiIsKysrxHHMxMTEhr9PTEywsLCw63fPnj3L8vIyURTxG7/xG3ziE5/Y8bOf//zn+dznPtfN0I4FvbCx9gt6oXZFa5NLBLznXJH3nCtu6ca8HtuNeT2ReVBxmKu4PKjajOUtnCBMs5HcECeMyRoKICGLBE1JBbqGKjOeNxnL6czVPL5zu0wYJ3z08fENJKQXwhGljMbjkwXeWW7wRC5PlAg0RU7vS9D2Mux3M93N6Jx0Vdl+cdV3Y+zXk+1e8sLsp5ZSL97HfjCwIQfDvrKENk+mEGLPCf7GN75Bs9nkr//6r/nMZz7Do48+yj/6R/9o289+9rOf5dOf/nT73/V6nXPnzu1nqIeOk95YB+gMu21y3RKpVkPCr7/VxA5jgkhwc7lJECUIN2AsZ1C2feJYYyRnUDRV3lpsoioyZ4csJCn1SIzlDJwgZqG+sabJUWcOdHo6Xb+ZrjT99mbq+AffTDsxOidZVbZXdDR7YSdjL4TA9tMx3liqM10y+dsHtZ7U43RDDnuByB82BjZk/+iKsIyOjqIoyhZvytLS0havy2ZcvHgRgKeeeorFxUV+4zd+Y0fCYhgGhmF0M7RjxaBcd2/jKDa5GwsNvvr6IlEiODucwQ3+/+3daXAc1dU38H93T3dPz2gW7SPJkiwb5ZHBJhiJEIfNrmATwksRUgXZ2MJSuAoIjqvCmioIBTY4bAlmifOBQCgcVyohwPM4ldKbApu8FMExJvgxi4HIkm3tI82iWXqZ7vfDSGPtmhnNTPeMzq/KHzQej65uy33PPX3vuQkMhWX0heKIKjE0lkuQBBtkTcdAWIaWMLCyxpEKVgBA4FiEdRVeiZ8yg8zn44hMZ6f5uJlmcj3MyswVS6p+tsE+EFVSdXMUVceYrGIwpMApcljT4Ml5ALxY6QaHAsfgw+PBktwCTGNIdjIKWARBQHt7Ozo7O3HllVemXu/s7MQVV1yR9ucYhjFljUoxssIjDzJTPrIVA8EY9vzrOL4cGkNVGQ9ZS8Al8mitdaGl2oFufwwcwyCuabBxHHwOESzDwCNN/f1Qxouwldl5BGJK6vFCvh5HZBu45fJmarW6E/OdyF0Mqfrpg30gquB/T56qm2O3sZC1BLr8Y6gdLwLodZz6PbTCepx0g0MARbOuKBs0hmQu40dCW7duxbXXXouOjg6sW7cOu3btQk9PDzZv3gwg+Tjn5MmTePnllwEAzz77LJqamtDW1gYgWZfl8ccfxx133JHDH4OQpFxnKwZDcew93I//DEfglXg4BB4MGIxGZcSUBJqrHFjTwGMwJKOpwoGGcgmDYRlGKA5V0yGOByHG+NZgn9sOjsGUxwv5eByx2EAhVzdTKy1mXSjbVAyp+smDfTPvQPdINFU3hwEwEI6jyiVCjDNQEzq6R6LwSHzq0WNETiCuJRCIKXPWJ8q3dINDJWEUxboiUjgZByzf+9734Pf78dBDD6Gvrw+rV6/G3r170dzcDADo6+tDT09P6v26ruPee+9FV1cXbDYbVq5ciUcffRS33npr7n4KQsZlmq2Yb33HxKA/EpVR5RQQ4TkEYyo8Eg+vJCAQUzAYltFYbkdUTWB5lRNrGjzY9/kQIkoCY3EVy7wOKHoyWHHyNjSVOzA0JmNltQseyYbRSHLg8Eg8+kNxtOTocYRVAgWrLGZNN9tk9VT95MH+k/4w+gMxuCQeyqTt582VThwd0MExwEhEQUROQNP11GOjqKxB1Q0cODaCr6+oNCUQSyc4HI0ocwbyBgz4IzLiqo6YoqW1jpIUv4zrsJjBKnVYiPVlUudATejzzrgnPotjGBzpC8EwDPQH45A1HU7RBl03EFU1eCUehgF847QqAMlBomckipOjUfAcC5/bjlq3hBq3CFlLJGeQ9W70B+XU95bVBIbCCtwSjxVVzjnrxaSrPxjH/xzuxTKvAxw780ae0A2cCERzXlNlOivUnSi2GivpGAzF8c7RYfzfT/pRJtkgcBwqnSKaKyW4JR6HT4RwMhABx7D4L58Lx0diycdGog2jMQWVTjuqXAK8Jtc8WWjCMNt1C8YUHBuO4vPBMLwOHqfXubGs3GmZLBiZyrQ6LIRYXbrPxxUtgX1Hh+edcetGct1Jg0dChVNAfyiOpgoHhsYUjMVVaLqBuJqAJthQ7hQQUxOodSWLyDVXOvBxbwiBqIpatwiPwwaGAVZWu+DziKnHNZO/d1zVEYqpOBmIQeTZOR9HpLPrxyq7XqywmNUq2aZcqnaJWNvkQZd/DE6Rg88tocxuA4Pkz9dcKWEoHIc/IqPbH0FUScAr8QjGVbjsAv7LVwa3nTd94ep8jx5ne3Qkawkc6glgMCyj1iXirMZyiDxb1LuGSPooYCElJZ3n42fUu3CkN7zg+o6zGj0QuGSxtOYKB8IxDRFVg88twnCJCMUV+McYVDgF1HoktEz6rDKRxznLK9Dlj8DntuOc5RWw8xw8kg1vfzY86/de0+BB1/AYfG7HnCX90931Y4VAId3rke/FrFZ5LJUrqd+B0SiGxxR8PqjgKzU6misdqQW2bjuPGrcdLsmG3tEYeBuLmKanigBOLAi3erA25dHRaBRH+kIYjSo4vc495ect9l1DJD0UsJCSs9DzcZ5j05pxn9XoOTXoVyZTzt0jUfQFYohrOmKyhtN8LpRLyeBgts+a2Klh5zmUOwWMRpR5v3etW0IwrqTeP1mm24PNDhQmmL2Y1SrZplyY/jtwdpMXh3oC+LgvhOExGWvHMw6D4TgayiWs8rnw9mdDqHYlD7N0ilwqCwNktqbLLBPrio4NRxCKqzizwYPqaUFJsWbKSGYoYCElab7Fk/3BeFozbiVhTBn07TwLPWEgriVrsDh4DgLDYGRMQa1bmnXh3/QBIdvZfja7fswOFCYzczGrVbJNizXb74BTtKFjeXlqTccHx0dwep17SnDudfCQeG7BYM3KFWUZhoEk2GAXOFSWzZ5BKbZMGckcBSwkI1acgc1lrufjmcy4y53JRYn/74th7D86hOExGbphgAGDYFxD5ycDkDUd3SMRtNV50FzhmFL3YvrsPdvZfrbrMGrcdqwvE9DtjyIsa3CJNjRXOsCyhc8mmFV3wkrZpsWY63fAIwk4s5FHndeO0aiKC1qrsbzKmdrKnKs1XWYHLaWUKSPZoYCFpM3KM7BMZDrjrnaJcNt5VLlE2FgGobiGqKKBZVi4vXZ0DUXw2UAEusFgKCyjvbkc5Q5h1s/KdrafbWZmtmvWNVx812yxrJRtytZ8vwMMGFQ6RcTUBCTBlvq9yuWaLrPXhpRKpoxkjwIWkpZSOtMj0xn3xMyWAWAwgI1loBuA1yFA1nSU2Xn0BmI42h/CYFhAOKbh3BVeyJox47Oyne1nM7sspWuWC1avsbKQbDMMuVrTZfbakFLJlJHsUcBCFmS18uq5kMmMW9Z0BOMqxuIJ2G0chkIynGLy3KChsIyEbsDj4CHYOPAs8MVQGAYMbDy9FuedVjUjKMhmtp/p7LIUr1kuFHM59MVkGHKxpssKa0NKIVNGskcBC1lQKdaxANKfcYs2FiwYxFQNLjuPhGGAY4DRuApVT97oOZZBmd2G5ZVORJQE6tx2uO08ql2zH+KZ6Ww/26xQqV2zpWyxGYZcrOmygmLPlJHsUcBCFlRqdSwmS2fG7XXwaCx34qOTQTgFDhzDIKbqiCoaRC552JzI2yDyHAQbCxvHoqXKid5gbN6AINPZfqZZoVK9ZktZPjIMxbg2pJgzZSR7FLCQBRXbDCzXGIbBuSvKcej4KLr9EYg2FiNRBaqmQ2OM8f5h4BJtiKsJ+MYr454MxnIeEGSSFVrK16yU5TrDQGtDSLGguxVZ0MQMbDAcx/SjpyZmYA1eh6VmYLlW65FwVccyNFc6U2f/RJUEOJaBaGNht3FgwcAp8GiucEDW9DkDAsMwMBpR0B+MYzSizOjThUzMLn0eO8qdwqwDCV2z0pbO70AmJjI3K6tdCMVVnAhEEYqrWFntyvgcK0LyhTIsZEH5moEVU00XADi93oPNFwn4Z9cIPu4L4cOeUQTjGkSeQ1WZgIYKB5orHPBIfOpAvekBQaG2htOsmWSK1oZYU7HdJ/OJTmsmacvlYFvMNV0mbiAnRiPYf3QYcVVDnceBCmdym/NcJyzPtc14MByHZ/zU3OocDxjF3M+ELHWl8P83l+M3BSxkTrNF9gAWPaCmM3AXy3/GdG8ohmHgrU+HUucSTV/YeMwfQVVZskBdbzCW05sTzdAIKT6lcp/M5fhNj4TIrPIV2ZdafZB00+gLbTO28yz2Hx3C8ionllc6c1rkrVA7KiYHRgKX/BmVhEFBEiEZKrX7ZK5QwEJmyGeFVKvUB8ll1iGdgEDWdCiaDk03MBpVwHNs6uRcAwYGggrCsoY6jz21q6eYbk6TA1x/RMZwWAGQPNagwikUXRqbEDNZ5T5pNRSwkCnyHdlboT5IIZ4LTw+IQlEFXcMRxLUwOBawsSwqnSKaKyVwLIv+cBzlEg+Bm9ovxXBzmhzgijYOI2MqwrIGGAZYhkGFky+54wDoMRvJJyvcJ62IAhYyRb4je7PrgxTifJ3pAZGsJjAYkhGKq2DAwOXkIas6jvnHEIwpaKyQEIgqaKt1wynOvEFZ+eY0OcBtrnDgcG8IMS2BZV4JDICBcBxDYRWrG1zo9kctnylKRykshJwLBWLWYPZ90qooYCFT5DuyN7OqZiGeCw+G4njr00H0h+LwSjw8dh6fBWI4PhqDxLMIxBT0jEQh2hjwHIvBUBwDoTjKRA417tm/b6FuTtkMVpMD3KiiYySiwGM/9e+8kgB/REZUcVo+U5SOUj5QspQDsWJTjNWHC4ECFjJFriP72QZBs+qD5Dt7ZBgG/vH5MD7oGQXHsugNxJDQDQyPySiXeBwPxMAyDKpdAuKqDlnTEVMSABRc2FoDWUvAMAxTbk7ZDlaTA9xQXIWW0CHYT7WTt7HQZBVqQofbzls2U5SOUl4IWcqBWDGiOkqzo4CFpBiGAcMw4BBsOOaPoLFcQsJAaoEoDGQ0eM43CJpx4mquskdzZSI+HxjDO58PQQdQXcZD4HgEYgpGIwr8YwpsHAuHnUVjuQNgGCR0AwwMdPsj0KHDMDh83BdCc4UDkmAr2M1pMYPV5ACXZ5PnKCkJHXY22ceqpsPGsuDH31PMaexSXQhZyoFYMaOTqWeigIUAmBpc9IxEcPhECPs0HTVuEeVOAS6RhyRwaCiX0ho80xkEN7RVF/R5eS6yR3MFYWfUu3D4ZBBhWUNrTRk4NvkZDsEGh8ChNxhHuUNAwjCgG4BTSA7ooxEZcsLA4RMhtFQ5MSZrGArLqHIJqHSKeb85LXawmpy6bq5IFs/rD8Uh2lgwAAIxBXUeBxwCi25/tKjT2KW2EHIi8B4MxfH5YAi1JRaIlQKqPjwVBSxkxi4PWTXgcfAIRBWMRlQwAEYiCuo9Ei45o3bBwTPtQbCtuqA3wMU+F54vCOv2R+CPKPA6BGgJA9x4zGO3sXDYeeiBOGKqBofIgWOT3zcSV/HZQBgix8EhcFhe5YSdZ9Hjj0ISbDi3pRKttWV5vTktNmswOXXdPRJFdZmIYFTFiUAMMAx4HAKqXTy6/dGiT2OX0kLIyYH38JiCowMhrKxyYXmVA17H1OtcbIFYqaGTqU+x/v8sklfTd3kMjcmIaQmcVl2GjqZy1HoE1HkduOSMWtR5RPQH5QUP68tkECykicHVIwk45o8gImtI6AYisoZj/si8A+r0IMwp2sCxTDIIq3RiJCpjaCyO2jIRgZgCTPQRw6C2TISdZxGIauBZFoKNQVzRcHQoDIBBU6UEjmUgqzoABm11LgAGTozG8t4n6WQNlIQ+72A1+eA8hgEqyni4RBtcdh6VTgEAUxKH6JXKgZITgfeXQ2G47TyaKhxwijyOB5K7uAJRZcr7iykQI6WNMixL3Ly7PBgGtS4JUTUBlmFR65bSSg1bOXWe7XPhhYKwOreEruEoWip5RJQEBsJxeCUBvI2FQ+RQJtogazqcog3+iIJEwgDPcqgpt+H4aBw2FjjSFwDPcah0iqh28QVJw+cqazA9dV2KlW5LYSHkbNlPAwbqPRJ6AxFEFBXdI1F4pOT1Wso7Uoj1UMCyxOVjl4fVU+fZPBeeLwgzYECwsWAZwD8m44x6F46PxuGPyNBkFRzDoLHcia/UulDvscPrFJDQgfe7/OgZiYFlgKZaN7wOHqqmoy8YRSBqQ2WZkPegLpfbJ5dC6rrYF0LOFngzYNBcKSEUUzEaldEfiGF5pRM2limaQIwsDRSwLHH52OVRDDUEMh1c5wrCgjEF3f4YeoMxhMcDvmBcw+p6F5orHRiTVQSjKnyNdqxu8KA/KONkIIqQrMAfUcBzDFb5PHDak58p8hxqbXYcH41CN4xUpmI2uSjyVQpZg0Ir5oWQcwXeHknAmmVudA1F8eVQGD0jycM4iyUQI0sDBSxLXD52eZTiIDhbEBaMKTh8IoQxWUFUSaCpwgmfR0TXcBSHegJYXuVEhVPA6gZv6qa/qi4ZZAwEY+gZiULRDDimVbc1ACCNXVi5KvJV7FkDMxRrNmm+7KdHEnBaLQOXZMP6r9Sgxi0WTSBGlgYKWJa4fO3yKLVBcHoQVu0S0TUURV8whrHxxbs2joWmG6gpE6HoBhq8Es5u8kISbOA5NlUUrtyZfNTTUC5hZEzF4JgMj52HMJ7dCsZVeOw8Ksp4KImZC5zzUeSrmLMGJH0LZT+HwjJaa1z4ii+/u9MIyQYFLHNYSmdqTA8uKsp46OO7ICbv8sg00LD6IJjpNZ7cT58PhnGkL4hwTIUosFhZ7YTHIUDVdAyE49ASBvxhGf6IDBvHzsiAiLbk4YcVDhFDYzJGIgrCcRU2joXPbUd1mQiGwYzHb/ks8lWsWQOSvlLMfpKlgwKWWSzFMzXytcvDqoNgttd4op/qvXYc6Q3CKXJoLneAGS8UJ/IcynQbPjoRREI3sKbBgzqvNCMDUu0SUzPdNfVuRBUdqq6DZ9nk47eR2R+/lWq1VVI4pZb9JEsHBSzTFNuZGrnMBFk1uMi1gWAMew/3YzSqwucR0eCSIKt62teYYRiINha6AVQ4hFSwkmRgaCxZh8XGJRcrp+q1TCuaN/lRXI3LDredR1xN4Jg/At7GocYtIBBVp1xTK28ZJ8XD6tlPQmaT1b7S5557Di0tLbDb7Whvb8c777wz53v//Oc/Y+PGjaiurobb7ca6devwt7/9LesG59NCxcGCMQX/ezK0YOG0QkmeDDyE//6oF/9zuBf//VEv3vp0CIOhuNlNs6yBYAyvvt+Df3b50R+K4khvCB/3hqHpekbX2M5zKBM5RJXElPfGVR2hmAKOYyHxLHjbqQFgegZkcsG1UFzFiUAUJwNRRJQEYkoC/+wamXFNJy+anI3ZW8ZJ8ZiYoPg8dpQ7BQpWiOVlfFfbs2cPtmzZgvvvvx+HDh3CBRdcgEsvvRQ9PT2zvn///v3YuHEj9u7di4MHD2LDhg24/PLLcejQoUU3PtesWqF1NtOrVS7zOuC28/hyKIy3P6OgZTaDoTj2Hu7Hp/1h1LhEVJXZ4eA59AWjOHwihFBcTfsa23kOTRUO8ByLwTEZcTUBXTcQVTSE4ioEG4tqlx0Cx834d5Mrx9a47djQVo3/c2Y9zm2phMTb4BRtaPBKs17TUqm2Sgghmco4YHnyySdx00034eabb8aqVavw9NNPo7GxEc8///ys73/66adx11134ZxzzkFrayu2bduG1tZWvPnmm4tufK7lokx5IRRbJsgKJvpsJJrckVMm8mAZJln3xGVPVvj0xyDybFrX2Ovg0ebzoNolwueyI6Ym4I/IUDQdHjufDDrKpeQp15PMlgFhGAZeB4/BkAxN19EyzzUFkPXxAoQQUswyWsOiKAoOHjyIe+65Z8rrmzZtwrvvvpvWZ+i6jnA4jIqKijnfI8syZFlOfR0KhTJpZtasXqF1Ai28zNxEn9W5JYxE1CnF8cAw8EoC/BEZIxExrWs8ebdFICqjzuMGyzJI6Do+PB5ETNHQVO5Iu2heJteUFk0SQpaijAKW4eFhJBIJ1NbWTnm9trYW/f39aX3GE088gUgkgquvvnrO92zfvh2/+MUvMmlaThRDhVaAFl5mY6LPGjzS1OJ449eYt7FQ4wr6gzLOavSmdY2nBw4xJRnQfmNlJfxjCgIxBYKNTWvbaKbXlBZNEkKWmqx2CU2/KU4UxFrI7t278eCDD+L1119HTU3NnO+79957sXXr1tTXoVAIjY2N2TQ1I8VSo6BYMkFWMtFnsqajucKBcEybUrBtTFYRimk4vY7P6BrPFTgMheWMMiDZXNOlsquLEEKADAOWqqoqcBw3I5syODg4I+sy3Z49e3DTTTfhj3/8Iy6++OJ53yuKIkRRzKRpOVMM6fZiyQRZyZQ+q3RidYMb3SNRjEQUhGIqgnEVbT4XLl3ty/gazxY4ZJoBoWtKCCHzyyhgEQQB7e3t6OzsxJVXXpl6vbOzE1dcccWc/2737t248cYbsXv3blx22WXZt7ZArJ5uL5ZMkJXM1mdn1LkxElHQF4phVb0b317tQ61Hyun3TDcDQteUEELml/Ejoa1bt+Laa69FR0cH1q1bh127dqGnpwebN28GkHycc/LkSbz88ssAksHKddddh1/96lf4+te/nsrOSJIEj8eTwx8lt6yebi+GTJDVTO+ziQq3axsrLNFndE0JIWRujJHF3tfnnnsOO3bsQF9fH1avXo2nnnoKF154IQDghhtuwLFjx/D2228DANavX499+/bN+Izrr78ev/vd79L6fqFQCB6PB8FgEG63O9PmlrSldOZRrli9z6zePkIISVcux++sApZCo4CFEEIIKT65HL9pGwkhhBBCLI8CFkIIIYRYHgUshBBCCLE8ClgIIYQQYnkUsBBCCCHE8ihgIYQQQojlUcBCCCGEEMujgIUQQgghlkcBCyGEEEIsL+OzhMwwUYw3FAqZ3BJCCCGEpGti3M5FUf2iCFjC4TAAoLGx0eSWEEIIISRTfr9/0QceF8VZQrquo7e3Fy6Xy7RD4EKhEBobG3H8+PElfZ4R9UMS9UMS9UMS9cMp1BdJ1A9JwWAQTU1NGB0dhdfrXdRnFUWGhWVZLFu2zOxmAADcbveS/uWbQP2QRP2QRP2QRP1wCvVFEvVDEssufsksLbolhBBCiOVRwEIIIYQQy6OAJU2iKOKBBx6AKIpmN8VU1A9J1A9J1A9J1A+nUF8kUT8k5bIfimLRLSGEEEKWNsqwEEIIIcTyKGAhhBBCiOVRwEIIIYQQy6OAhRBCCCGWRwHLIsiyjLPOOgsMw+DDDz80uzkFdezYMdx0001oaWmBJElYuXIlHnjgASiKYnbTCuK5555DS0sL7HY72tvb8c4775jdpILavn07zjnnHLhcLtTU1OA73/kOPvvsM7ObZbrt27eDYRhs2bLF7KYU3MmTJ3HNNdegsrISDocDZ511Fg4ePGh2swpK0zT8/Oc/T90XV6xYgYceegi6rpvdtLzbv38/Lr/8ctTX14NhGPzlL3+Z8veGYeDBBx9EfX09JEnC+vXrceTIkYy+BwUsi3DXXXehvr7e7GaY4tNPP4Wu6/jNb36DI0eO4KmnnsILL7yA++67z+ym5d2ePXuwZcsW3H///Th06BAuuOACXHrppejp6TG7aQWzb98+3HbbbXjvvffQ2dkJTdOwadMmRCIRs5tmmgMHDmDXrl0488wzzW5KwY2OjuK8884Dz/P461//io8//hhPPPHEokuxF5vHHnsML7zwAnbu3IlPPvkEO3bswC9/+Us888wzZjct7yKRCL761a9i586ds/79jh078OSTT2Lnzp04cOAAfD4fNm7cmDorMC0GycrevXuNtrY248iRIwYA49ChQ2Y3yXQ7duwwWlpazG5G3n3ta18zNm/ePOW1trY245577jGpReYbHBw0ABj79u0zuymmCIfDRmtrq9HZ2WlcdNFFxp133ml2kwrq7rvvNs4//3yzm2G6yy67zLjxxhunvPbd737XuOaaa0xqkTkAGK+99lrqa13XDZ/PZzz66KOp1+LxuOHxeIwXXngh7c+lDEsWBgYGcMstt+D3v/89HA6H2c2xjGAwiIqKCrObkVeKouDgwYPYtGnTlNc3bdqEd99916RWmS8YDAJAyV//udx222247LLLcPHFF5vdFFO88cYb6OjowFVXXYWamhqsXbsWv/3tb81uVsGdf/75+Pvf/46jR48CAP7973/jH//4B7797W+b3DJzdXV1ob+/f8p9UxRFXHTRRRndN4vi8EMrMQwDN9xwAzZv3oyOjg4cO3bM7CZZwpdffolnnnkGTzzxhNlNyavh4WEkEgnU1tZOeb22thb9/f0mtcpchmFg69atOP/887F69Wqzm1Nwf/jDH/DBBx/gwIEDZjfFNP/5z3/w/PPPY+vWrbjvvvvw/vvv4yc/+QlEUcR1111ndvMK5u6770YwGERbWxs4jkMikcAjjzyCH/zgB2Y3zVQT98bZ7pvd3d1pfw5lWMY9+OCDYBhm3j//+te/8MwzzyAUCuHee+81u8l5kW4/TNbb24tvfetbuOqqq3DzzTeb1PLCYhhmyteGYcx4bam4/fbb8dFHH2H37t1mN6Xgjh8/jjvvvBOvvPIK7Ha72c0xja7rOPvss7Ft2zasXbsWt956K2655RY8//zzZjetoPbs2YNXXnkFr776Kj744AO89NJLePzxx/HSSy+Z3TRLWOx9kzIs426//XZ8//vfn/c9y5cvx8MPP4z33ntvxrkIHR0d+NGPflT0v5jp9sOE3t5ebNiwAevWrcOuXbvy3DrzVVVVgeO4GdmUwcHBGbOHpeCOO+7AG2+8gf3792PZsmVmN6fgDh48iMHBQbS3t6deSyQS2L9/P3bu3AlZlsFxnIktLIy6ujqcfvrpU15btWoV/vSnP5nUInP87Gc/wz333JO6h65Zswbd3d3Yvn07rr/+epNbZx6fzwcgmWmpq6tLvZ7pfZMClnFVVVWoqqpa8H2//vWv8fDDD6e+7u3txSWXXII9e/bg3HPPzWcTCyLdfgCS2xg3bNiA9vZ2vPjii2DZ0k/YCYKA9vZ2dHZ24sorr0y93tnZiSuuuMLElhWWYRi444478Nprr+Htt99GS0uL2U0yxTe/+U0cPnx4yms//vGP0dbWhrvvvntJBCsAcN55583Y1n706FE0Nzeb1CJzRKPRGfdBjuOWxLbm+bS0tMDn86GzsxNr164FkFwPuG/fPjz22GNpfw4FLBlqamqa8nVZWRkAYOXKlUtqhtnb24v169ejqakJjz/+OIaGhlJ/NxFNl6qtW7fi2muvRUdHRyqz1NPTg82bN5vdtIK57bbb8Oqrr+L111+Hy+VKZZw8Hg8kSTK5dYXjcrlmrNtxOp2orKxcUut5fvrTn+Ib3/gGtm3bhquvvhrvv/8+du3atSSyrpNdfvnleOSRR9DU1IQzzjgDhw4dwpNPPokbb7zR7Kbl3djYGL744ovU111dXfjwww9RUVGBpqYmbNmyBdu2bUNraytaW1uxbds2OBwO/PCHP0z/m+RoF9OS1dXVtSS3Nb/44osGgFn/LAXPPvus0dzcbAiCYJx99tlLbjvvXNf+xRdfNLtppluK25oNwzDefPNNY/Xq1YYoikZbW5uxa9cus5tUcKFQyLjzzjuNpqYmw263GytWrDDuv/9+Q5Zls5uWd2+99das94Trr7/eMIzk1uYHHnjA8Pl8hiiKxoUXXmgcPnw4o+/BGIZhLDq0IoQQQgjJo9JfdEAIIYSQokcBCyGEEEIsjwIWQgghhFgeBSyEEEIIsTwKWAghhBBieRSwEEIIIcTyKGAhhBBCiOVRwEIIIYQQy6OAhRBCCCGWRwELIYQQQiyPAhZCCCGEWB4FLIQQQgixvP8PC4XZrCQ7FkgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xmin=-5\n",
    "xmax=10\n",
    "# print(catalog['Z_P_amplitude_snr'][pbar.n])\n",
    "# print(snr_p)\n",
    "# print(predict_p)\n",
    "plt.scatter(snr_p[:1000], predict_p[:1000], alpha=0.3)\n",
    "plt.xlim(xmin, xmax)\n",
    "plt.show()\n",
    "\n",
    "plt.scatter(snr_s[:1000], predict_s[:1000], alpha=0.3)\n",
    "plt.xlim(xmin, xmax)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.15"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
